30 Days Readmission Predicition with Diagnosis Features

1 Overview and Background

With the development of modern large scale computing technologies, machine learing techniques have been increasingly applied to large scale health care datasets, such as clinical data and biological data. Developing and optimizing health-related systems are no doubt promising as our human beings' health conditions always come first. Among numerous research topics, predicting hospital 30-Day readmission is of our interests. If we are able to accurately predict readmission, we can identify patients at high risk and prevent early discharging them. As a result, patients will be given more precision care and hospitals can better manage resources, reduce waste room and save costs. Existing works have already explored this topic [1-4]. Before designing the model, extracting most useful features is of great importance. By far, the features that have been taken into consideration includes, demographic characteristics: age, gender, race etc; lab results, chart events etc. monitored in ICU [1]; electronic health record data: length of stay, number of admissions, admission type etc. [2,3]. Machine learning techniques that have been used include random forest [1], neural networks [4] etc. Our project goal is to extract relevant features from MIMIC database and design classification models to optimize performance.

References:

[1] Yaron Blinder. Predicting 30-day ICU readmissions from the MIMIC-III database. https://github.com/YaronBlinder/MIMIC-III_readmission. 2017.

[2] Oanh Kieu Nguyen et al. Predicting all-cause readmissions using electronic health record data from the entire hospitalization: model development and comparison". In: Journal of hospital medicine 11.7 (2016), pp. 473-480.

[3] Frida Kareliusson, Lina De Geer, and Anna Oscarsson Tibblin. Risk prediction of ICU readmission in a mixed surgical and medical population". In: Journal of intensive care 3.1 (2015), p. 30.

[4] Ricardo Bento Afonso. Feature Extraction and Selection for Prediction of ICU Patient's Readmission Using Artificial Neural Networks". In: (2013).

2 Data Processing

  • Genrate lables: For each patient, we computed the intervals between his two sequent admissions. If the interval is shorter than 30 days, the readmission label for the encounter is 1; otherwise the readmission label is 0.
  • Create feature matrix: We joined the diagnosis table and the ICD code table to obtain the diagnosis for each encounter. Since the diagnosis are categorical variables, we converted the categorical variable into dummy variables. We also added some other predictive features, such as genders and admission types.
In [1]:
import sqlite3 
import pandas as pd
import numpy as np

import matplotlib.pyplot as plt
import seaborn as sns

from sklearn.linear_model import LogisticRegression
from sklearn.tree import DecisionTreeClassifier
from sklearn.ensemble import RandomForestClassifier
from sklearn.ensemble import BaggingClassifier

from sklearn.feature_selection import SelectFromModel
from sklearn.model_selection import StratifiedKFold

from sklearn.metrics import confusion_matrix

import time
import math

import warnings
warnings.filterwarnings('ignore')

from imblearn.over_sampling import RandomOverSampler
from imblearn.under_sampling import RandomUnderSampler
In [2]:
plt.rcParams['figure.dpi'] = 300
In [3]:
conn = sqlite3.connect('C:/Users/culiubaicaiya/Downloads/bme590 course note/data/MIMIC.db')
In [4]:
pd.set_option('display.max_columns', None)
In [5]:
table_df = pd.read_sql("SELECT * FROM sqlite_master where type='table'", conn)
In [6]:
table_df
Out[6]:
type name tbl_name rootpage sql
0 table CHARTEVENTS CHARTEVENTS 2 CREATE TABLE CHARTEVENTS(\n "ROW_ID" TEXT,\n ...
1 table PROCEDUREEVENTS_MV PROCEDUREEVENTS_MV 9120960 CREATE TABLE "PROCEDUREEVENTS_MV" (\n"index" I...
2 table CALLOUT CALLOUT 9132354 CREATE TABLE "CALLOUT" (\n"index" INTEGER,\n ...
3 table D_CPT D_CPT 9133903 CREATE TABLE "D_CPT" (\n"index" INTEGER,\n "R...
4 table D_ITEMS D_ITEMS 9133909 CREATE TABLE "D_ITEMS" (\n"index" INTEGER,\n ...
5 table CAREGIVERS CAREGIVERS 9134171 CREATE TABLE "CAREGIVERS" (\n"index" INTEGER,\...
6 table MICROBIOLOGYEVENTS MICROBIOLOGYEVENTS 9134246 CREATE TABLE "MICROBIOLOGYEVENTS" (\n"index" I...
7 table LABEVENTS LABEVENTS 9153054 CREATE TABLE "LABEVENTS" (\n"index" INTEGER,\n...
8 table INPUTEVENTS_CV INPUTEVENTS_CV 9708019 CREATE TABLE "INPUTEVENTS_CV" (\n"index" INTEG...
9 table ADMISSIONS ADMISSIONS 10291267 CREATE TABLE "ADMISSIONS" (\n"index" INTEGER,\...
10 table D_LABITEMS D_LABITEMS 10294375 CREATE TABLE "D_LABITEMS" (\n"index" INTEGER,\...
11 table DATETIMEEVENTS DATETIMEEVENTS 10294390 CREATE TABLE "DATETIMEEVENTS" (\n"index" INTEG...
12 table PRESCRIPTIONS PRESCRIPTIONS 10428841 CREATE TABLE "PRESCRIPTIONS" (\n"index" INTEGE...
13 table PROCEDURES_ICD PROCEDURES_ICD 10605718 CREATE TABLE "PROCEDURES_ICD" (\n"index" INTEG...
14 table NOTEEVENTS NOTEEVENTS 10608088 CREATE TABLE "NOTEEVENTS" (\n"index" INTEGER,\...
15 table TRANSFERS TRANSFERS 11772552 CREATE TABLE "TRANSFERS" (\n"index" INTEGER,\n...
16 table DIAGNOSES_ICD DIAGNOSES_ICD 11779463 CREATE TABLE "DIAGNOSES_ICD" (\n"index" INTEGE...
17 table SERVICES SERVICES 11786385 CREATE TABLE "SERVICES" (\n"index" INTEGER,\n ...
18 table DRGCODES DRGCODES 11787476 CREATE TABLE "DRGCODES" (\n"index" INTEGER,\n ...
19 table OUTPUTEVENTS OUTPUTEVENTS 11790336 CREATE TABLE "OUTPUTEVENTS" (\n"index" INTEGER...
20 table PATIENTS PATIENTS 11893144 CREATE TABLE "PATIENTS" (\n"index" INTEGER,\n ...
21 table D_ICD_DIAGNOSES D_ICD_DIAGNOSES 11893958 CREATE TABLE "D_ICD_DIAGNOSES" (\n"index" INTE...
22 table ICUSTAYS ICUSTAYS 11894350 CREATE TABLE "ICUSTAYS" (\n"index" INTEGER,\n ...
23 table INPUTEVENTS_MV INPUTEVENTS_MV 11896023 CREATE TABLE "INPUTEVENTS_MV" (\n"index" INTEG...
24 table D_ICD_PROCEDURES D_ICD_PROCEDURES 12123226 CREATE TABLE "D_ICD_PROCEDURES" (\n"index" INT...
25 table CPTEVENTS CPTEVENTS 12123316 CREATE TABLE "CPTEVENTS" (\n"index" INTEGER,\n...
In [7]:
def display_table(table_name):
    print(table_name)
    display(pd.read_sql('SELECT * FROM {} LIMIT 5'.format(table_name), conn))
In [8]:
table_list = table_df['tbl_name'].values
In [9]:
for table_name in table_list:
    display_table(table_name)
CHARTEVENTS
ROW_ID SUBJECT_ID HADM_ID ICUSTAY_ID ITEMID CHARTTIME STORETIME CGID VALUE VALUENUM VALUEUOM WARNING ERROR RESULTSTATUS STOPPED
0 788 36 165660 241249 223834 2134-05-12 12:00:00 2134-05-12 13:56:00 17525 15 15 L/min 0 0
1 789 36 165660 241249 223835 2134-05-12 12:00:00 2134-05-12 13:56:00 17525 100 100 0 0
2 790 36 165660 241249 224328 2134-05-12 12:00:00 2134-05-12 12:18:00 20823 .37 .37 0 0
3 791 36 165660 241249 224329 2134-05-12 12:00:00 2134-05-12 12:19:00 20823 6 6 min 0 0
4 792 36 165660 241249 224330 2134-05-12 12:00:00 2134-05-12 12:19:00 20823 2.5 2.5 0 0
PROCEDUREEVENTS_MV
index ROW_ID SUBJECT_ID HADM_ID ICUSTAY_ID STARTTIME ENDTIME ITEMID VALUE VALUEUOM LOCATION LOCATIONCATEGORY STORETIME CGID ORDERID LINKORDERID ORDERCATEGORYNAME SECONDARYORDERCATEGORYNAME ORDERCATEGORYDESCRIPTION ISOPENBAG CONTINUEINNEXTDEPT CANCELREASON STATUSDESCRIPTION COMMENTS_EDITEDBY COMMENTS_CANCELEDBY COMMENTS_DATE
0 0 379 29070 115071 232563.0 2145-03-12 23:04:00 2145-03-12 23:05:00 225401 1.0 None None None 2145-03-12 23:04:00 20855 5092605 5092605 Procedures None Electrolytes 0 0 0 FinishedRunning None None None
1 1 380 29070 115071 232563.0 2145-03-12 23:04:00 2145-03-12 23:05:00 225454 1.0 None None None 2145-03-12 23:04:00 20855 2538599 2538599 Procedures None Electrolytes 0 0 0 FinishedRunning None None None
2 2 381 29070 115071 232563.0 2145-03-12 23:05:00 2145-03-18 20:01:00 225792 8456.0 hour None None 2145-03-18 20:01:39 20889 2383835 2383835 Ventilation None Task 1 0 0 FinishedRunning None None None
3 3 382 29070 115071 232563.0 2145-03-12 23:36:00 2145-03-12 23:37:00 225402 1.0 None None None 2145-03-12 23:36:00 20855 9355062 9355062 Procedures None Electrolytes 0 0 0 FinishedRunning None None None
4 4 383 29070 115071 232563.0 2145-03-13 01:27:00 2145-03-16 16:00:00 224560 5193.0 min Right IJ Invasive Venous 2145-03-16 17:57:00 20855 466169 466169 Invasive Lines None Task 1 0 0 FinishedRunning None None None
CALLOUT
index ROW_ID SUBJECT_ID HADM_ID SUBMIT_WARDID SUBMIT_CAREUNIT CURR_WARDID CURR_CAREUNIT CALLOUT_WARDID CALLOUT_SERVICE REQUEST_TELE REQUEST_RESP REQUEST_CDIFF REQUEST_MRSA REQUEST_VRE CALLOUT_STATUS CALLOUT_OUTCOME DISCHARGE_WARDID ACKNOWLEDGE_STATUS CREATETIME UPDATETIME ACKNOWLEDGETIME OUTCOMETIME FIRSTRESERVATIONTIME CURRENTRESERVATIONTIME
0 0 402 854 175684 52.0 None 29.0 MICU 1 MED 0 0 0 0 0 Inactive Discharged 29.0 Acknowledged 2146-10-05 13:16:55 2146-10-05 13:16:55 2146-10-05 13:24:00 2146-10-05 18:55:22 2146-10-05 15:27:44 None
1 1 403 864 138624 15.0 None 55.0 CSRU 55 CSURG 0 0 0 0 0 Inactive Discharged 55.0 Acknowledged 2114-11-28 08:31:39 2114-11-28 09:42:08 2114-11-28 09:43:08 2114-11-28 12:10:02 None None
2 2 404 864 138624 12.0 None 55.0 CSRU 55 CSURG 1 0 0 0 0 Inactive Discharged 55.0 Acknowledged 2114-11-30 10:24:25 2114-12-01 09:06:18 2114-12-01 12:26:05 2114-12-01 21:55:05 None None
3 3 405 867 184298 7.0 None 17.0 CCU 17 CCU 1 1 0 0 0 Inactive Discharged 17.0 Acknowledged 2136-12-29 08:45:42 2136-12-29 10:17:16 2136-12-29 10:33:51 2136-12-29 18:10:02 None None
4 4 157 306 167129 57.0 None 3.0 SICU 44 NSURG 1 0 0 0 0 Inactive Discharged 3.0 Acknowledged 2199-09-18 11:47:47 2199-09-18 11:47:47 2199-09-18 11:58:33 2199-09-18 15:10:02 None None
D_CPT
index ROW_ID CATEGORY SECTIONRANGE SECTIONHEADER SUBSECTIONRANGE SUBSECTIONHEADER CODESUFFIX MINCODEINSUBSECTION MAXCODEINSUBSECTION
0 0 1 1 99201-99499 Evaluation and management 99201-99216 Office/other outpatient services None 99201 99216
1 1 2 1 99201-99499 Evaluation and management 99217-99220 Hospital observation services None 99217 99220
2 2 3 1 99201-99499 Evaluation and management 99221-99239 Hospital inpatient services None 99221 99239
3 3 4 1 99201-99499 Evaluation and management 99241-99255 Consultations None 99241 99255
4 4 5 1 99201-99499 Evaluation and management 99261-99263 Follow-up inpatient consultations (deleted codes) None 99261 99263
D_ITEMS
index ROW_ID ITEMID LABEL ABBREVIATION DBSOURCE LINKSTO CATEGORY UNITNAME PARAM_TYPE CONCEPTID
0 0 457 497 Patient controlled analgesia (PCA) [Inject] None carevue chartevents None None None None
1 1 458 498 PCA Lockout (Min) None carevue chartevents None None None None
2 2 459 499 PCA Medication None carevue chartevents None None None None
3 3 460 500 PCA Total Dose None carevue chartevents None None None None
4 4 461 501 PCV Exh Vt (Obser) None carevue chartevents None None None None
CAREGIVERS
index ROW_ID CGID LABEL DESCRIPTION
0 0 2228 16174 RO Read Only
1 1 2229 16175 RO Read Only
2 2 2230 16176 Res Resident/Fellow/PA/NP
3 3 2231 16177 RO Read Only
4 4 2232 16178 RT Respiratory
MICROBIOLOGYEVENTS
index ROW_ID SUBJECT_ID HADM_ID CHARTDATE CHARTTIME SPEC_ITEMID SPEC_TYPE_DESC ORG_ITEMID ORG_NAME ISOLATE_NUM AB_ITEMID AB_NAME DILUTION_TEXT DILUTION_COMPARISON DILUTION_VALUE INTERPRETATION
0 0 744 96 170324 2156-04-13 00:00:00 2156-04-13 14:18:00 70021.0 BRONCHOALVEOLAR LAVAGE 80026.0 PSEUDOMONAS AERUGINOSA 1.0 None None None None None None
1 1 745 96 170324 2156-04-20 00:00:00 2156-04-20 13:10:00 70062.0 SPUTUM NaN None NaN None None None None None None
2 2 746 96 170324 2156-04-20 00:00:00 2156-04-20 16:00:00 70012.0 BLOOD CULTURE NaN None NaN None None None None None None
3 3 747 96 170324 2156-04-20 00:00:00 None 70012.0 BLOOD CULTURE NaN None NaN None None None None None None
4 4 748 96 170324 2156-04-20 00:00:00 None 70079.0 URINE NaN None NaN None None None None None None
LABEVENTS
index ROW_ID SUBJECT_ID HADM_ID ITEMID CHARTTIME VALUE VALUENUM VALUEUOM FLAG
0 0 281 3 None 50820 2101-10-12 16:07:00 7.39 7.39 units None
1 1 282 3 None 50800 2101-10-12 18:17:00 ART NaN None None
2 2 283 3 None 50802 2101-10-12 18:17:00 -1 -1.00 mEq/L None
3 3 284 3 None 50804 2101-10-12 18:17:00 22 22.00 mEq/L None
4 4 285 3 None 50808 2101-10-12 18:17:00 0.93 0.93 mmol/L abnormal
INPUTEVENTS_CV
index ROW_ID SUBJECT_ID HADM_ID ICUSTAY_ID CHARTTIME ITEMID AMOUNT AMOUNTUOM RATE RATEUOM STORETIME CGID ORDERID LINKORDERID STOPPED NEWBOTTLE ORIGINALAMOUNT ORIGINALAMOUNTUOM ORIGINALROUTE ORIGINALRATE ORIGINALRATEUOM ORIGINALSITE
0 0 592 24457 184834.0 205776.0 2193-09-11 09:00:00 30056 100.0 ml None None 2193-09-11 11:12:00 14990.0 756654 9359133 None None None ml Oral None None None
1 1 593 24457 184834.0 205776.0 2193-09-11 12:00:00 30056 200.0 ml None None 2193-09-11 12:05:00 14990.0 3564075 9359133 None None None ml Oral None None None
2 2 594 24457 184834.0 205776.0 2193-09-11 16:00:00 30056 160.0 ml None None 2193-09-11 16:52:00 14990.0 422646 9359133 None None None ml Oral None None None
3 3 595 24457 184834.0 205776.0 2193-09-11 19:00:00 30056 240.0 ml None None 2193-09-11 19:06:00 14990.0 5137889 9359133 None None None ml Oral None None None
4 4 596 24457 184834.0 205776.0 2193-09-11 21:00:00 30056 50.0 ml None None 2193-09-11 21:19:00 15029.0 8343792 9359133 None None None ml Oral None None None
ADMISSIONS
index ROW_ID SUBJECT_ID HADM_ID ADMITTIME DISCHTIME DEATHTIME ADMISSION_TYPE ADMISSION_LOCATION DISCHARGE_LOCATION INSURANCE LANGUAGE RELIGION MARITAL_STATUS ETHNICITY EDREGTIME EDOUTTIME DIAGNOSIS HOSPITAL_EXPIRE_FLAG HAS_CHARTEVENTS_DATA
0 0 21 22 165315 2196-04-09 12:26:00 2196-04-10 15:54:00 None EMERGENCY EMERGENCY ROOM ADMIT DISC-TRAN CANCER/CHLDRN H Private None UNOBTAINABLE MARRIED WHITE 2196-04-09 10:06:00 2196-04-09 13:24:00 BENZODIAZEPINE OVERDOSE 0 1
1 1 22 23 152223 2153-09-03 07:15:00 2153-09-08 19:10:00 None ELECTIVE PHYS REFERRAL/NORMAL DELI HOME HEALTH CARE Medicare None CATHOLIC MARRIED WHITE None None CORONARY ARTERY DISEASE\CORONARY ARTERY BYPASS... 0 1
2 2 23 23 124321 2157-10-18 19:34:00 2157-10-25 14:00:00 None EMERGENCY TRANSFER FROM HOSP/EXTRAM HOME HEALTH CARE Medicare ENGL CATHOLIC MARRIED WHITE None None BRAIN MASS 0 1
3 3 24 24 161859 2139-06-06 16:14:00 2139-06-09 12:48:00 None EMERGENCY TRANSFER FROM HOSP/EXTRAM HOME Private None PROTESTANT QUAKER SINGLE WHITE None None INTERIOR MYOCARDIAL INFARCTION 0 1
4 4 25 25 129635 2160-11-02 02:06:00 2160-11-05 14:55:00 None EMERGENCY EMERGENCY ROOM ADMIT HOME Private None UNOBTAINABLE MARRIED WHITE 2160-11-02 01:01:00 2160-11-02 04:27:00 ACUTE CORONARY SYNDROME 0 1
D_LABITEMS
index ROW_ID ITEMID LABEL FLUID CATEGORY LOINC_CODE
0 0 546 51346 Blasts Cerebrospinal Fluid (CSF) Hematology 26447-3
1 1 547 51347 Eosinophils Cerebrospinal Fluid (CSF) Hematology 26451-5
2 2 548 51348 Hematocrit, CSF Cerebrospinal Fluid (CSF) Hematology 30398-2
3 3 549 51349 Hypersegmented Neutrophils Cerebrospinal Fluid (CSF) Hematology 26506-6
4 4 550 51350 Immunophenotyping Cerebrospinal Fluid (CSF) Hematology None
DATETIMEEVENTS
index ROW_ID SUBJECT_ID HADM_ID ICUSTAY_ID ITEMID CHARTTIME STORETIME CGID VALUE VALUEUOM WARNING ERROR RESULTSTATUS STOPPED
0 0 711 7657 121183.0 297945.0 3411 2172-03-14 11:00:00 2172-03-14 11:52:00 16446 None Date None None None NotStopd
1 1 712 7657 121183.0 297945.0 3411 2172-03-14 13:00:00 2172-03-14 12:36:00 16446 None Date None None None NotStopd
2 2 713 7657 121183.0 297945.0 3411 2172-03-14 15:00:00 2172-03-14 15:10:00 14957 None Date None None None NotStopd
3 3 714 7657 121183.0 297945.0 3411 2172-03-14 17:00:00 2172-03-14 17:01:00 16446 None Date None None None NotStopd
4 4 715 7657 121183.0 297945.0 3411 2172-03-14 19:00:00 2172-03-14 19:29:00 14815 None Date None None None NotStopd
PRESCRIPTIONS
index ROW_ID SUBJECT_ID HADM_ID ICUSTAY_ID STARTDATE ENDDATE DRUG_TYPE DRUG DRUG_NAME_POE DRUG_NAME_GENERIC FORMULARY_DRUG_CD GSN NDC PROD_STRENGTH DOSE_VAL_RX DOSE_UNIT_RX FORM_VAL_DISP FORM_UNIT_DISP ROUTE
0 0 2214776 6 107064 None 2175-06-11 00:00:00 2175-06-12 00:00:00 MAIN Tacrolimus Tacrolimus Tacrolimus TACR1 021796 469061711.0 1mg Capsule 2 mg 2 CAP PO
1 1 2214775 6 107064 None 2175-06-11 00:00:00 2175-06-12 00:00:00 MAIN Warfarin Warfarin Warfarin WARF5 006562 56017275.0 5mg Tablet 5 mg 1 TAB PO
2 2 2215524 6 107064 None 2175-06-11 00:00:00 2175-06-12 00:00:00 MAIN Heparin Sodium None None HEPAPREMIX 006522 338055002.0 25,000 unit Premix Bag 25,000 UNIT 1 BAG IV
3 3 2216265 6 107064 None 2175-06-11 00:00:00 2175-06-12 00:00:00 BASE D5W None None HEPBASE None 0.0 HEPARIN BASE 250 ml 250 ml IV
4 4 2214773 6 107064 None 2175-06-11 00:00:00 2175-06-12 00:00:00 MAIN Furosemide Furosemide Furosemide FURO20 008208 54829725.0 20mg Tablet 20 mg 1 TAB PO
PROCEDURES_ICD
index ROW_ID SUBJECT_ID HADM_ID SEQ_NUM ICD9_CODE
0 0 944 62641 154460 3 3404
1 1 945 2592 130856 1 9671
2 2 946 2592 130856 2 3893
3 3 947 55357 119355 1 9672
4 4 948 55357 119355 2 331
NOTEEVENTS
index ROW_ID SUBJECT_ID HADM_ID CHARTDATE CHARTTIME STORETIME CATEGORY DESCRIPTION CGID ISERROR TEXT
0 0 174 22532 167853.0 2151-08-04 None None Discharge summary Report None None Admission Date: [**2151-7-16**] Dischar...
1 1 175 13702 107527.0 2118-06-14 None None Discharge summary Report None None Admission Date: [**2118-6-2**] Discharg...
2 2 176 13702 167118.0 2119-05-25 None None Discharge summary Report None None Admission Date: [**2119-5-4**] D...
3 3 177 13702 196489.0 2124-08-18 None None Discharge summary Report None None Admission Date: [**2124-7-21**] ...
4 4 178 26880 135453.0 2162-03-25 None None Discharge summary Report None None Admission Date: [**2162-3-3**] D...
TRANSFERS
index ROW_ID SUBJECT_ID HADM_ID ICUSTAY_ID DBSOURCE EVENTTYPE PREV_CAREUNIT CURR_CAREUNIT PREV_WARDID CURR_WARDID INTIME OUTTIME LOS
0 0 657 111 192123 254245.0 carevue transfer CCU MICU 7.0 23.0 2142-04-29 15:27:11 2142-05-04 20:38:33 125.19
1 1 658 111 192123 NaN carevue transfer MICU None 23.0 45.0 2142-05-04 20:38:33 2142-05-05 11:46:32 15.13
2 2 659 111 192123 NaN carevue discharge None None 45.0 NaN 2142-05-05 11:46:32 None NaN
3 3 660 111 155897 249202.0 metavision admit None MICU NaN 52.0 2144-07-01 04:13:59 2144-07-01 05:19:39 1.09
4 4 661 111 155897 NaN metavision transfer MICU None 52.0 32.0 2144-07-01 05:19:39 2144-07-01 06:28:29 1.15
DIAGNOSES_ICD
index ROW_ID SUBJECT_ID HADM_ID SEQ_NUM ICD9_CODE
0 0 1297 109 172335 1.0 40301
1 1 1298 109 172335 2.0 486
2 2 1299 109 172335 3.0 58281
3 3 1300 109 172335 4.0 5855
4 4 1301 109 172335 5.0 4254
SERVICES
index ROW_ID SUBJECT_ID HADM_ID TRANSFERTIME PREV_SERVICE CURR_SERVICE
0 0 758 471 135879 2122-07-22 14:07:27 TSURG MED
1 1 759 471 135879 2122-07-26 18:31:49 MED TSURG
2 2 760 472 173064 2172-09-28 19:22:15 None CMED
3 3 761 473 129194 2201-01-09 20:16:45 None NB
4 4 762 474 194246 2181-03-23 08:24:41 None NB
DRGCODES
index ROW_ID SUBJECT_ID HADM_ID DRG_TYPE DRG_CODE DESCRIPTION DRG_SEVERITY DRG_MORTALITY
0 0 342 2491 144486 HCFA 28 TRAUMATIC STUPOR & COMA, COMA <1 HR AGE >17 WI... None None
1 1 343 24958 162910 HCFA 110 MAJOR CARDIOVASCULAR PROCEDURES WITH COMPLICAT... None None
2 2 344 18325 153751 HCFA 390 NEONATE WITH OTHER SIGNIFICANT PROBLEMS None None
3 3 345 17887 182692 HCFA 14 SPECIFIC CEREBROVASCULAR DISORDERS EXCEPT TRAN... None None
4 4 346 11113 157980 HCFA 390 NEONATE WITH OTHER SIGNIFICANT PROBLEMS None None
OUTPUTEVENTS
index ROW_ID SUBJECT_ID HADM_ID ICUSTAY_ID CHARTTIME ITEMID VALUE VALUEUOM STORETIME CGID STOPPED NEWBOTTLE ISERROR
0 0 344 21219 177991.0 225765.0 2142-09-08 10:00:00 40055 200.0 ml 2142-09-08 12:08:00 17269 None None None
1 1 345 21219 177991.0 225765.0 2142-09-08 12:00:00 40055 200.0 ml 2142-09-08 12:08:00 17269 None None None
2 2 346 21219 177991.0 225765.0 2142-09-08 13:00:00 40055 120.0 ml 2142-09-08 13:39:00 17269 None None None
3 3 347 21219 177991.0 225765.0 2142-09-08 14:00:00 40055 100.0 ml 2142-09-08 16:17:00 17269 None None None
4 4 348 21219 177991.0 225765.0 2142-09-08 16:00:00 40055 200.0 ml 2142-09-08 16:17:00 17269 None None None
PATIENTS
index ROW_ID SUBJECT_ID GENDER DOB DOD DOD_HOSP DOD_SSN EXPIRE_FLAG
0 0 234 249 F 2075-03-13 00:00:00 None None None 0
1 1 235 250 F 2164-12-27 00:00:00 2188-11-22 00:00:00 2188-11-22 00:00:00 None 1
2 2 236 251 M 2090-03-15 00:00:00 None None None 0
3 3 237 252 M 2078-03-06 00:00:00 None None None 0
4 4 238 253 F 2089-11-26 00:00:00 None None None 0
D_ICD_DIAGNOSES
index ROW_ID ICD9_CODE SHORT_TITLE LONG_TITLE
0 0 174 01166 TB pneumonia-oth test Tuberculous pneumonia [any form], tubercle bac...
1 1 175 01170 TB pneumothorax-unspec Tuberculous pneumothorax, unspecified
2 2 176 01171 TB pneumothorax-no exam Tuberculous pneumothorax, bacteriological or h...
3 3 177 01172 TB pneumothorx-exam unkn Tuberculous pneumothorax, bacteriological or h...
4 4 178 01173 TB pneumothorax-micro dx Tuberculous pneumothorax, tubercle bacilli fou...
ICUSTAYS
index ROW_ID SUBJECT_ID HADM_ID ICUSTAY_ID DBSOURCE FIRST_CAREUNIT LAST_CAREUNIT FIRST_WARDID LAST_WARDID INTIME OUTTIME LOS
0 0 365 268 110404 280836 carevue MICU MICU 52 52 2198-02-14 23:27:38 2198-02-18 05:26:11 3.2490
1 1 366 269 106296 206613 carevue MICU MICU 52 52 2170-11-05 11:05:29 2170-11-08 17:46:57 3.2788
2 2 367 270 188028 220345 carevue CCU CCU 57 57 2128-06-24 15:05:20 2128-06-27 12:32:29 2.8939
3 3 368 271 173727 249196 carevue MICU SICU 52 23 2120-08-07 23:12:42 2120-08-10 00:39:04 2.0600
4 4 369 272 164716 210407 carevue CCU CCU 57 57 2186-12-25 21:08:04 2186-12-27 12:01:13 1.6202
INPUTEVENTS_MV
index ROW_ID SUBJECT_ID HADM_ID ICUSTAY_ID STARTTIME ENDTIME ITEMID AMOUNT AMOUNTUOM RATE RATEUOM STORETIME CGID ORDERID LINKORDERID ORDERCATEGORYNAME SECONDARYORDERCATEGORYNAME ORDERCOMPONENTTYPEDESCRIPTION ORDERCATEGORYDESCRIPTION PATIENTWEIGHT TOTALAMOUNT TOTALAMOUNTUOM ISOPENBAG CONTINUEINNEXTDEPT CANCELREASON STATUSDESCRIPTION COMMENTS_EDITEDBY COMMENTS_CANCELEDBY COMMENTS_DATE ORIGINALAMOUNT ORIGINALRATE
0 0 241 27063 139787 223259.0 2133-02-05 06:29:00 2133-02-05 08:45:00 225166 6.774532 mEq NaN None 2133-02-05 06:27:00 16009 4892074 4892074 02-Fluids (Crystalloids) Additive (Crystalloid) Additives ... Continuous IV 83.2 100.0 ml 0 0 1 Rewritten None RN 2133-02-05 12:52:00 10.000000 0.050000
1 1 242 27063 139787 223259.0 2133-02-05 05:34:00 2133-02-05 06:30:00 225944 28.132997 ml 30.142497 mL/hour 2133-02-05 12:57:00 20053 5211428 1576890 02-Fluids (Crystalloids) Additive (Crystalloid) Main order parameter Continuous IV 83.2 100.0 ml 0 0 0 FinishedRunning None None None 28.132998 30.255817
2 2 243 27063 139787 223259.0 2133-02-05 05:34:00 2133-02-05 06:30:00 225166 2.813300 mEq NaN None 2133-02-05 12:57:00 20053 5211428 1576890 02-Fluids (Crystalloids) Additive (Crystalloid) Additives ... Continuous IV 83.2 100.0 ml 0 0 0 FinishedRunning None None None 2.813300 0.050426
3 3 244 27063 139787 223259.0 2133-02-03 12:00:00 2133-02-03 12:01:00 225893 1.000000 dose NaN None 2133-02-03 13:21:00 20030 5213971 5213971 08-Antibiotics (IV) 02-Fluids (Crystalloids) Main order parameter Drug Push 83.2 100.0 ml 0 0 2 Rewritten RN None 2133-02-03 17:06:00 1.000000 1.000000
4 4 245 27063 139787 223259.0 2133-02-03 12:00:00 2133-02-03 12:01:00 220949 100.000000 ml NaN None 2133-02-03 13:21:00 20030 5213971 5213971 08-Antibiotics (IV) 02-Fluids (Crystalloids) Mixed solution Drug Push 83.2 100.0 ml 0 0 2 Rewritten RN None 2133-02-03 17:06:00 100.000000 0.000000
D_ICD_PROCEDURES
index ROW_ID ICD9_CODE SHORT_TITLE LONG_TITLE
0 0 264 851 Canthotomy Canthotomy
1 1 265 852 Blepharorrhaphy Blepharorrhaphy
2 2 266 859 Adjust lid position NEC Other adjustment of lid position
3 3 267 861 Lid reconst w skin graft Reconstruction of eyelid with skin flap or graft
4 4 268 862 Lid reconst w muc graft Reconstruction of eyelid with mucous membrane ...
CPTEVENTS
index ROW_ID SUBJECT_ID HADM_ID COSTCENTER CHARTDATE CPT_CD CPT_NUMBER CPT_SUFFIX TICKET_ID_SEQ SECTIONHEADER SUBSECTIONHEADER DESCRIPTION
0 0 317 11743 129545 ICU None 99232 99232.0 None 6.0 Evaluation and management Hospital inpatient services None
1 1 318 11743 129545 ICU None 99232 99232.0 None 7.0 Evaluation and management Hospital inpatient services None
2 2 319 11743 129545 ICU None 99232 99232.0 None 8.0 Evaluation and management Hospital inpatient services None
3 3 320 11743 129545 ICU None 99232 99232.0 None 9.0 Evaluation and management Hospital inpatient services None
4 4 321 6185 183725 ICU None 99223 99223.0 None 1.0 Evaluation and management Hospital inpatient services None

2.1 Generate Labels

In [10]:
readmit_df = pd.read_sql('''SELECT * FROM
                           (SELECT SUBJECT_ID, HADM_ID, ADMITTIME, DISCHTIME, 
                                   RANK() OVER(PARTITION BY SUBJECT_ID ORDER BY ADMITTIME) AS ADMITTIME_RANK 
                            FROM ADMISSIONS) a
                            LEFT JOIN 
                           (SELECT SUBJECT_ID, MAX(ADMITTIME_RANK) AS MAX_ADMITTIME_RANK FROM
                           (SELECT SUBJECT_ID, HADM_ID, ADMITTIME, DISCHTIME, 
                                   RANK() OVER(PARTITION BY SUBJECT_ID ORDER BY ADMITTIME) AS ADMITTIME_RANK 
                            FROM ADMISSIONS)
                            GROUP BY SUBJECT_ID) b
                            ON a.SUBJECT_ID = b.SUBJECT_ID''', conn)

readmit_df[['ADMITTIME','DISCHTIME']] = readmit_df[['ADMITTIME','DISCHTIME']].apply(lambda x: pd.to_datetime(x, format='%Y-%m-%d %H:%M:%S'))

next_admittime = readmit_df['ADMITTIME'].values[1:]
next_admittime = np.append(next_admittime, next_admittime[0])
readmit_df['NEXT_ADMITTIME'] = next_admittime

readmit_df['30_READMIT'] = -1

readmit_df.loc[readmit_df['ADMITTIME_RANK'] == readmit_df['MAX_ADMITTIME_RANK'], '30_READMIT'] = 0

readmit_sub_df = readmit_df[readmit_df['30_READMIT']==-1]
interval = (readmit_sub_df['NEXT_ADMITTIME'] - readmit_sub_df['DISCHTIME']).dt.days.values
readmit_df.loc[readmit_df['30_READMIT']==-1, 'INTERVAL'] = interval 

readmit_df.loc[readmit_df['INTERVAL']<=30, '30_READMIT'] = 1
readmit_df.loc[readmit_df['INTERVAL']>30, '30_READMIT'] = 0
In [11]:
readmit_df
Out[11]:
SUBJECT_ID HADM_ID ADMITTIME DISCHTIME ADMITTIME_RANK SUBJECT_ID MAX_ADMITTIME_RANK NEXT_ADMITTIME 30_READMIT INTERVAL
0 2 163353 2138-07-17 19:04:00 2138-07-21 15:48:00 1 2 1 2101-10-20 19:08:00 0 NaN
1 3 145834 2101-10-20 19:08:00 2101-10-31 13:58:00 1 3 1 2191-03-16 00:28:00 0 NaN
2 4 185777 2191-03-16 00:28:00 2191-03-23 18:41:00 1 4 1 2103-02-02 04:31:00 0 NaN
3 5 178980 2103-02-02 04:31:00 2103-02-04 12:15:00 1 5 1 2175-05-30 07:15:00 0 NaN
4 6 107064 2175-05-30 07:15:00 2175-06-15 16:00:00 1 6 1 2121-05-23 15:05:00 0 NaN
5 7 118037 2121-05-23 15:05:00 2121-05-27 11:57:00 1 7 1 2117-11-20 10:22:00 0 NaN
6 8 159514 2117-11-20 10:22:00 2117-11-24 14:20:00 1 8 1 2149-11-09 13:06:00 0 NaN
7 9 150750 2149-11-09 13:06:00 2149-11-14 10:15:00 1 9 1 2103-06-28 11:36:00 0 NaN
8 10 184167 2103-06-28 11:36:00 2103-07-06 12:10:00 1 10 1 2178-04-16 06:18:00 0 NaN
9 11 194540 2178-04-16 06:18:00 2178-05-11 19:00:00 1 11 1 2104-08-07 10:15:00 0 NaN
10 12 112213 2104-08-07 10:15:00 2104-08-20 02:57:00 1 12 1 2167-01-08 18:43:00 0 NaN
11 13 143045 2167-01-08 18:43:00 2167-01-15 15:15:00 1 13 1 2178-02-03 06:35:00 0 NaN
12 16 103251 2178-02-03 06:35:00 2178-02-05 10:51:00 1 16 1 2134-12-27 07:15:00 0 NaN
13 17 194023 2134-12-27 07:15:00 2134-12-31 16:05:00 1 17 2 2135-05-09 14:11:00 0 128.0
14 17 161087 2135-05-09 14:11:00 2135-05-13 14:40:00 2 17 2 2167-10-02 11:18:00 0 NaN
15 18 188822 2167-10-02 11:18:00 2167-10-04 16:15:00 1 18 1 2108-08-05 16:25:00 0 NaN
16 19 109235 2108-08-05 16:25:00 2108-08-11 11:29:00 1 19 1 2183-04-28 09:45:00 0 NaN
17 20 157681 2183-04-28 09:45:00 2183-05-03 14:45:00 1 20 1 2134-09-11 12:17:00 0 NaN
18 21 109451 2134-09-11 12:17:00 2134-09-24 16:15:00 1 21 2 2135-01-30 20:50:00 0 128.0
19 21 111970 2135-01-30 20:50:00 2135-02-08 02:08:00 2 21 2 2196-04-09 12:26:00 0 NaN
20 22 165315 2196-04-09 12:26:00 2196-04-10 15:54:00 1 22 1 2153-09-03 07:15:00 0 NaN
21 23 152223 2153-09-03 07:15:00 2153-09-08 19:10:00 1 23 2 2157-10-18 19:34:00 0 1501.0
22 23 124321 2157-10-18 19:34:00 2157-10-25 14:00:00 2 23 2 2139-06-06 16:14:00 0 NaN
23 24 161859 2139-06-06 16:14:00 2139-06-09 12:48:00 1 24 1 2160-11-02 02:06:00 0 NaN
24 25 129635 2160-11-02 02:06:00 2160-11-05 14:55:00 1 25 1 2126-05-06 15:16:00 0 NaN
25 26 197661 2126-05-06 15:16:00 2126-05-13 15:00:00 1 26 1 2191-11-30 22:16:00 0 NaN
26 27 134931 2191-11-30 22:16:00 2191-12-03 14:45:00 1 27 1 2177-09-01 07:15:00 0 NaN
27 28 162569 2177-09-01 07:15:00 2177-09-06 16:00:00 1 28 1 2172-10-14 14:17:00 0 NaN
28 30 104557 2172-10-14 14:17:00 2172-10-19 14:37:00 1 30 1 2108-08-22 23:27:00 0 NaN
29 31 128652 2108-08-22 23:27:00 2108-08-30 15:00:00 1 31 1 2170-04-04 08:00:00 0 NaN
... ... ... ... ... ... ... ... ... ... ...
58946 99901 131711 2173-01-06 15:51:00 2173-01-19 17:32:00 1 99901 1 2146-01-06 18:17:00 0 NaN
58947 99903 135939 2146-01-06 18:17:00 2146-01-10 18:30:00 1 99903 1 2153-04-13 16:05:00 0 NaN
58948 99912 189380 2153-04-13 16:05:00 2153-04-27 13:40:00 1 99912 1 2141-05-10 20:41:00 0 NaN
58949 99913 175989 2141-05-10 20:41:00 2141-05-18 17:54:00 1 99913 1 2107-04-07 07:15:00 0 NaN
58950 99922 123563 2107-04-07 07:15:00 2107-04-11 17:16:00 1 99922 1 2201-02-23 20:42:00 0 NaN
58951 99923 164914 2201-02-23 20:42:00 2201-03-03 16:00:00 1 99923 2 2201-05-15 13:12:00 0 72.0
58952 99923 192053 2201-05-15 13:12:00 2201-05-25 14:51:00 2 99923 2 2181-11-16 16:20:00 0 NaN
58953 99928 104802 2181-11-16 16:20:00 2181-11-18 14:13:00 1 99928 1 2110-02-28 03:47:00 0 NaN
58954 99934 176121 2110-02-28 03:47:00 2110-03-06 14:31:00 1 99934 1 2139-12-15 06:59:00 0 NaN
58955 99935 174624 2139-12-15 06:59:00 2139-12-15 12:00:00 1 99935 1 2182-10-10 13:57:00 0 NaN
58956 99936 107913 2182-10-10 13:57:00 2182-10-18 13:45:00 1 99936 1 2128-05-11 15:16:00 0 NaN
58957 99937 129380 2128-05-11 15:16:00 2128-05-20 13:35:00 1 99937 1 2200-10-24 17:53:00 0 NaN
58958 99938 103815 2200-10-24 17:53:00 2200-11-11 11:53:00 1 99938 1 2110-03-22 04:03:00 0 NaN
58959 99939 159023 2110-03-22 04:03:00 2110-04-02 15:02:00 1 99939 1 2161-02-16 20:14:00 0 NaN
58960 99944 185654 2161-02-16 20:14:00 2161-02-21 16:45:00 1 99944 1 2161-07-14 20:29:00 0 NaN
58961 99946 157197 2161-07-14 20:29:00 2161-07-21 12:10:00 1 99946 1 2139-07-14 02:31:00 0 NaN
58962 99955 108494 2139-07-14 02:31:00 2139-07-19 05:20:00 1 99955 1 2157-02-20 22:56:00 0 NaN
58963 99957 148574 2157-02-20 22:56:00 2157-03-04 14:45:00 1 99957 1 2191-07-13 19:39:00 0 NaN
58964 99965 101083 2191-07-13 19:39:00 2191-07-16 12:08:00 1 99965 1 2191-08-23 23:16:00 0 NaN
58965 99966 167228 2191-08-23 23:16:00 2191-08-25 15:30:00 1 99966 1 2180-11-27 02:30:00 0 NaN
58966 99973 150202 2180-11-27 02:30:00 2180-12-01 13:42:00 1 99973 1 2156-11-28 11:56:00 0 NaN
58967 99982 151454 2156-11-28 11:56:00 2156-12-08 13:45:00 1 99982 3 2157-01-05 17:27:00 1 28.0
58968 99982 112748 2157-01-05 17:27:00 2157-01-12 13:00:00 2 99982 3 2157-02-16 17:31:00 0 35.0
58969 99982 183791 2157-02-16 17:31:00 2157-02-22 20:36:00 3 99982 3 2193-04-26 11:35:00 0 NaN
58970 99983 117390 2193-04-26 11:35:00 2193-04-29 13:30:00 1 99983 1 2181-01-27 02:47:00 0 NaN
58971 99985 176670 2181-01-27 02:47:00 2181-02-12 17:05:00 1 99985 1 2184-12-24 08:30:00 0 NaN
58972 99991 151118 2184-12-24 08:30:00 2185-01-05 12:15:00 1 99991 1 2144-07-25 18:03:00 0 NaN
58973 99992 197084 2144-07-25 18:03:00 2144-07-28 17:56:00 1 99992 1 2147-02-08 08:00:00 0 NaN
58974 99995 137810 2147-02-08 08:00:00 2147-02-11 13:15:00 1 99995 1 2117-12-30 07:15:00 0 NaN
58975 99999 113369 2117-12-30 07:15:00 2118-01-04 16:30:00 1 99999 1 2101-10-20 19:08:00 0 NaN

58976 rows × 10 columns

In [12]:
readmit_label_df = readmit_df[['HADM_ID', '30_READMIT']]
In [13]:
readmit_label_df.head()
Out[13]:
HADM_ID 30_READMIT
0 163353 0
1 145834 0
2 185777 0
3 178980 0
4 107064 0
In [14]:
readmit_label_df.shape
Out[14]:
(58976, 2)

2.2 Create Feature Matrix

In [15]:
feat_sub1_df = pd.read_sql('''SELECT a.HADM_ID, b.SHORT_TITLE
                         FROM DIAGNOSES_ICD a
                         INNER JOIN D_ICD_DIAGNOSES b on a.ICD9_CODE = b.ICD9_CODE
                            
''',conn)
In [16]:
feat_sub1_df = feat_sub1_df.groupby(['HADM_ID', 'SHORT_TITLE']).size().unstack()
In [17]:
feat_sub1_df = feat_sub1_df.notnull()
feat_sub1_df = feat_sub1_df * 1
feat_sub1_df = feat_sub1_df.apply(pd.to_numeric)
In [18]:
feat_sub1_df.head()
Out[18]:
SHORT_TITLE "ventilation" pneumonit 1st deg burn back 1st deg burn leg-mult 2 deg burn back of hand 24 comp weeks gestation 25-26 comp wks gestation 27-28 comp wks gestation 29-30 comp wks gestation 2nd deg burn arm NOS 2nd deg burn back 2nd deg burn face NEC 2nd deg burn finger 2nd deg burn foot 2nd deg burn forearm 2nd deg burn hand NOS 2nd deg burn lower leg 2nd deg burn mult finger 2nd deg burn mult site 2nd deg burn neck 2nd deg burn palm 2nd deg burn scalp 2nd deg burn shoulder 2nd deg burn upper arm 31-32 comp wks gestation 33-34 comp wks gestation 35-36 comp wks gestation 37+ comp wks gestation 3rd deg burn back 3rd deg burn chest wall 3rd deg burn elbow 3rd deg burn foot 3rd deg burn low leg 3rd deg burn shoulder 3rd deg burn thigh 40-49% bdy brn/3 deg NOS 50-59% bdy brn/3 deg NOS <24 comp wks gestation AMI NEC, initial AMI NEC, subsequent AMI NOS, initial AMI NOS, subsequent AMI NOS, unspecified AMI anterior wall, init AMI anterior wall,subseq AMI anterior wall,unspec AMI anterolateral, init AMI anterolateral,subseq AMI anterolateral,unspec AMI inferior wall, init AMI inferior wall,subseq AMI inferior wall,unspec AMI inferolateral, init AMI inferolateral,subseq AMI inferolateral,unspec AMI inferopost, initial AMI inferopost, subseq AMI lateral NEC, initial Ab ftl hrt rt/rh b/f lab Ab ftl hrt rt/rh dur lab Ab ftl hrt rt/rhy NOS Ab mammogram NOS Abdmnal mass generalized Abdmnal mass lft up quad Abdmnal mass lt lwr quad Abdmnal mass oth spcf st Abdmnal mass rt lwr quad Abdmnal mass rt upr quad Abdmnal mass unspcf site Abdmnal pain epigastric Abdmnal pain generalized Abdmnal pain lft up quad Abdmnal pain lt lwr quad Abdmnal pain oth spcf st Abdmnal pain periumbilic Abdmnal pain rt lwr quad Abdmnal pain rt upr quad Abdmnal pain unspcf site Abdmnal rgdt generalized Abdmnal rgdt unspcf site Abdmnal tndr rt upr quad Abdmnal tndr unspcf site Abdom aortic aneurysm Abdominal actinomycosis Abdominal aortic ectasia Abn amnion NEC aff NB Abn auditory funct study Abn basal metabol study Abn blood chemistry NEC Abn cardiovasc study NEC Abn clinical finding NEC Abn cns funct study NEC Abn cns funct study NOS Abn electroencephalogram Abn endocrine study NEC Abn find-body subst NEC Abn find-stool contents Abn finding-breast NEC Abn fnd-cerebrospinal fl Abn ftl hrt rate/rhy-del Abn function study NEC Abn gland pap smr vagina Abn glandular pap smear Abn glucose toler-deliv Abn glucose-antepartum Abn glucose-postpartum Abn involun movement NEC Abn kidney funct study Abn liver function study Abn pap cervix HPV NEC Abn pelv tis obstr-deliv Abn plac NEC/NOS aff NB Abn pulmonary func study Abn pupil function NOS Abn reac-organ rem NEC Abn react-anastom/graft Abn react-artif implant Abn react-blood sampling Abn react-cardiac cath Abn react-external stoma Abn react-fluid aspirat Abn react-gastric sound Abn react-limb amputat Abn react-org transplant Abn react-plast surg NEC Abn react-procedure NEC Abn react-procedure NOS Abn react-radiotherapy Abn react-renal dialysis Abn react-shock therapy Abn react-surg proc NEC Abn react-surg proc NOS Abn react-urinary cath Abn serum enzy level NEC Abn thyroid funct study Abn toxicologic finding Abn urine findings NEC Abn uterus NEC-delivered Abn uterus NEC-postpart Abnorm echoencephalogram Abnorm electrocardiogram Abnorm innervation synd Abnorm secretion gastrin Abnormal RBC NEC Abnormal findings NEC Abnormal glucose NEC Abnormal granulation NEC Abnormal loss of weight Abnormal reflex Abnormal sputum Abnormal weight gain Abnormalities of hair Abnormality of gait Abnorml tumor marker NEC Abnrml coagultion prfile Abrasion NEC Abrasion NEC-infected Abrasion foot & toe Abrasion foot/toe-infec Abrasion forearm Abrasion hand Abrasion head Abrasion hip & leg Abrasion hip/leg-infect Abrasion shoulder/arm Abrasion trunk Abscess of appendix Abscess of eyelid Abscess of liver Abscess of lung Abscess of mediastinum Abscess of prostate Abscess of thymus Abscess of vulva NEC Absence of menstruation Abuse by fther/stpfth/bf Ac DVT/emb distl low ext Ac DVT/emb prox low ext Ac DVT/embl low ext NOS Ac DVT/embl up ext Ac alcohol intox-contin Ac alcohol intox-episod Ac alcohol intox-remiss Ac alcohol intox-unspec Ac alcoholic hepatitis Ac apical periodontitis Ac append w peritonitis Ac cerebrovasc insuf NOS Ac diastolic hrt failure Ac dilation of stomach Ac duoden ulc perf-obstr Ac duoden ulc w hem-obst Ac duoden ulc w hem/perf Ac duodenal ulcer w hem Ac duodenal ulcer w perf Ac embl internl jug vein Ac embl subclav veins Ac embl suprfcl up ext Ac embl thorac vein NEC Ac emblsm axillary veins Ac emblsm up ext NOS Ac embolism veins NEC Ac epiglottitis no obstr Ac epiglottitis w obstr Ac ethmoidal sinusitis Ac frontal sinusitis Ac graft-versus-host dis Ac idiopath pericarditis Ac infect polyneuritis Ac ischemic hrt dis NEC Ac kidney fail-del w p/p Ac kidney fail-postpart Ac kidny fail, cort necr Ac kidny fail, medu necr Ac kidny fail, tubr necr Ac laryngitis w/o obst Ac leu un cl wo ach rmsn Ac lym leuk wo achv rmsn Ac margin ulc w hem-obst Ac marginal ulcer NOS Ac marginal ulcer w hem Ac marginal ulcer w perf Ac mastoiditis w/o compl Ac mastoiditis-compl NEC Ac maxillary sinusitis Ac miliary tb-histo dx Ac miliary tb-micro dx Ac mono leu wo achv rmsn Ac myl leuk wo achv rmsn Ac myocardit in oth dis Ac nephritis in oth dis Ac nonsup otitis med NOS Ac on chr diast hrt fail Ac on chr syst hrt fail Ac on chrn grft-vs-host Ac osteomyelitis NEC Ac osteomyelitis-ankle Ac osteomyelitis-hand Ac osteomyelitis-l/leg Ac osteomyelitis-mult Ac osteomyelitis-pelvis Ac osteomyelitis-shlder Ac osteomyelitis-up/arm Ac pelv peritonitis-fem Ac peptic ulc w perf-obs Ac peptic ulcer w hemorr Ac pericardit in oth dis Ac polio NOS-type NOS Ac posthemorrhag anemia Ac proliferat nephritis Ac pul manif d/t radiat Ac pyelonephr w med necr Ac pyelonephritis NOS Ac rapidly progr nephrit Ac resp flr fol trma/srg Ac rheumat hrt dis NEC Ac salpingo-oophoritis Ac sphenoidal sinusitis Ac stom ulc w perf-obst Ac stomac ulc w hem-obst Ac stomac ulc w hem/perf Ac stomach ulcer w hem Ac stomach ulcer w perf Ac supp OM w drum rupt Ac supp otitis media NOS Ac syst/diastol hrt fail Ac systolic hrt failure Ac tracheitis no obstruc Ac tracheitis w obstruct Ac uterine inflammation Ac vasc insuff intestine Ac/chr rsp flr fol tr/sg Ac/chr syst/dia hrt fail Ac/subac bact endocard Ac/subac endocardit NOS Acc cut in med care NEC Acc cut in med care NOS Acc cut/hem in injection Acc cut/hem in surgery Acc cut/hem w catheteriz Acc cut/hem w heart cath Acc cut/hem w scope exam Acc cut/hem-perfusn NEC Acc on industr premises Acc pois-oth anti-infect Acc pois-solid/liq NEC Acc pois-solid/liq NOS Acc poisn psychotrop NEC Acc poisn-alcohol bevrag Acc poisn-anticholinerg Acc poisn-anticonvulsant Acc poisn-benzdiaz tranq Acc poisn-cardiovasc agt Acc poisn-cns depres NEC Acc poisn-isopropyl alc Acc poisn-local anesthet Acc poisn-metabol agnt Acc poisn-muscl/resp agt Acc poisn-psychstimulant Acc poisn-skin/eent agnt Acc poisn-solvents NEC Acc poisn-sympatholytics Acc poisn-systemic agent Acc poisn-tranquilzr NEC Acc poison-acids Acc poison-adrenergics Acc poison-alcohol NOS Acc poison-analgesic NEC Acc poison-antibiotics Acc poison-antidepressnt Acc poison-arom analgesc Acc poison-barbiturates Acc poison-blood agent Acc poison-cleanser NEC Acc poison-cleanser NOS Acc poison-cns stimulant Acc poison-gas/vapor NEC Acc poison-gi agent Acc poison-hallucinogens Acc poison-heroin Acc poison-hormones Acc poison-methadone Acc poison-mushrooms Acc poison-opiates NEC Acc poison-plants NEC Acc poison-rodenticides Acc poison-salicylates Acc poison-sedatives NEC Acc poison-sedatives NOS Acc poison-soap products Acc poisoning-arsenic Acc poisoning-drug NEC Acc poisoning-drug NOS Acc-cutting instrum NEC Acc-cutting instrum NOS Acc-hot liquid & steam Acc-hot tap water Acc-hypodermic needle Acc-power hand tool NEC Acc-powered lawn mower Accessory auricle Accessory nerve disorder Accid in recreation area Accid in resident instit Accid on street/highway Accid punc/op lac dura Accid-caustic substance Accid-other hand tools Accident NEC Accident NOS Accident d/t tornado Accident in home Accident in place NEC Accident in place NOS Accident in public bldg Accident-paintball gun Accidental drowning NEC Accidental drowning NOS Accidental op laceration Acetonuria Achalasia & cardiospasm Achilles tendinitis Acidosis Acne NEC Acoustic nerve disorders Acq absence of hip joint Acq absence of lung Acq absence of organ NEC Acq absence of stomach Acq absence of teeth NOS Acq absence urinary trct Acq absnce breast/nipple Acq absnce cervix/uterus Acq absnce genital organ Acq acanthosis nigricans Acq ankle-foot def NEC Acq ankle-foot def NOS Acq arterioven fistula Acq atrophy ovary & tube Acq cardiac septl defect Acq chest deformity Acq coagul factor defic Acq deformity NEC Acq deformity of toe NEC Acq deformity of toe NOS Acq equinovarus Acq equinus deformity Acq esophag diverticulum Acq finger deformity NEC Acq finger deformity NOS Acq hemolytic anemia NOS Acq hip deformity NOS Acq knee deformity NEC Acq nasolacrml stenosis Acq nose deformity Acq part absnce pancreas Acq pelvic deformity Acq pyloric stenosis Acq spondylolisthesis Acq torsion dystonia NEC Acq total absnc pancreas Acquire absnce intestine Acquired absence kidney Acquired absence of eye Acquired hemophilia Acquired hypothyroid NEC Acrocephalosyndactyly Acromegaly and gigantism Act lym leuk w rmsion Act lymp leuk in relapse Act myel leuk in relapse Act myl leuk w rmsion Acte & chr cholecystitis Actinic keratosis Actinomycosis NEC Activity NEC Activity NOS Acu brnchlts d/t oth org Acu broncholitis d/t RSV Acute & chronc resp fail Acute HTR NOS Acute angl-clos glaucoma Acute appendicitis NOS Acute bronchitis Acute bronchospasm Acute chest syndrome Acute cholecystitis Acute conjunctivitis NOS Acute cor occlsn w/o MI Acute cor pulmonale Acute cystitis Acute dacryoadenitis Acute duodenal ulcer NOS Acute dystonia d/t drugs Acute endophthalmitis Acute esophagitis Acute gastritis w hmrhg Acute gastrtis w/o hmrhg Acute gc infect lower gu Acute gouty arthropathy Acute interstitial pneum Acute iridocyclitis NOS Acute kidney failure NEC Acute kidney failure NOS Acute lung edema NOS Acute lymphadenitis Acute myelitis NOS Acute myocarditis NOS Acute nasopharyngitis Acute necrosis of liver Acute nephritis NEC Acute nephritis NOS Acute otitis externa NEC Acute pain NEC Acute pain due to trauma Acute pancreatitis Acute parametritis Acute pericarditis NEC Acute pericarditis NOS Acute periodontitis Acute petrositis Acute pharyngitis Acute post-thoracot pain Acute postop pain NEC Acute prostatitis Acute respiratry failure Acute rheumatic endocard Acute rheumatic pericard Acute sinusitis NOS Acute stomach ulcer NOS Acute stress react NEC Acute stress react NOS Acute syphil meningitis Acute tonsillitis Acute uri NOS Adenoviral meningitis Adenovirus infect NOS Adhesions of iris NOS Adhesive capsulit shlder Adhesive pericarditis Adj cerebral vent shunt Adj dis-emotion/conduct Adj nerv syst device NEC Adjust dis w anxiety/dep Adjust disor/dis conduct Adjust neuropacemaker Adjustment dis w anxiety Adjustment reaction NEC Adjustment reaction NOS Adjustmnt dis w depressn Administrtve encount NEC Adrenal disorder NEC Adrenal disorder NOS Adrenal gland injury-cl Adrenal hypofunction NEC Adrenogenital disorders Adult emotnl/psych abuse Adult maltreatment NOS Adult physical abuse Adult sexual abuse Adv eff GI agent NEC Adv eff analgesic NOS Adv eff analgesics NEC Adv eff anallrg/antemet Adv eff ant pituitary Adv eff antacids Adv eff antconvl NEC/NOS Adv eff anti-parkinson Adv eff antiasthmatics Adv eff antibiotic NOS Adv eff antibiotics NEC Adv eff anticoagulants Adv eff antidepressants Adv eff antifung antbiot Adv eff antihyperten agt Adv eff antilipemics Adv eff antimalarials Adv eff antimycobac NEC Adv eff antineop antbiot Adv eff antineoplastic Adv eff antinfct NEC/NOS Adv eff antipsychotc NEC Adv eff antirheumatics Adv eff antithyroid agnt Adv eff antiviral drugs Adv eff antmycob antbiot Adv eff antprotazoal NEC Adv eff arom analgsc NEC Adv eff autonom agnt NOS Adv eff barbiturates Adv eff benzodiaz tranq Adv eff biologic NEC/NOS Adv eff blood agent NEC Adv eff blood products Adv eff butyrophen tranq Adv eff card rhyth regul Adv eff cardiotonics Adv eff cardiovasc NEC Adv eff cathartics NEC Adv eff cephalosporin Adv eff cholinergics Adv eff cns muscl depres Adv eff cns stimulnt NEC Adv eff coagulants Adv eff coronary vasodil Adv eff corticosteroids Adv eff dietetics Adv eff diuretics NEC Adv eff electrolyte agnt Adv eff emollient/demulc Adv eff ent anti-inf/drg Adv eff enzymes NEC Adv eff erythromycin Adv eff expectorants Adv eff fibrinolysis agt Adv eff gamma globulin Adv eff gas anesthet NEC Adv eff gen anes NEC/NOS Adv eff hormones NEC/NOS Adv eff hydantoin deriv Adv eff insulin/antidiab Adv eff intraven anesth Adv eff iron & compounds Adv eff loc anes NEC/NOS Adv eff loc anti-infectv Adv eff med/biol NEC/NOS Adv eff medicinal NEC Adv eff medicinal NOS Adv eff methadone Adv eff musc agt NEC/NOS Adv eff nerve-block anes Adv eff non-narc analgsc Adv eff opiat antagonist Adv eff opiates Adv eff ovarian hormones Adv eff oxazolidin deriv Adv eff parasympatholytc Adv eff penicillins Adv eff phenothiaz tranq Adv eff post pituitary Adv eff psychostimulants Adv eff psychotropic NEC Adv eff psychotropic NOS Adv eff purine diuretics Adv eff quinoline Adv eff salicylates Adv eff saluretics Adv eff sedat/hypnot NEC Adv eff sedat/hypnot NOS Adv eff skelet musc relx Adv eff smooth musc relx Adv eff spinal anesthet Adv eff sulfonamides Adv eff sympatholytics Adv eff sympathomimetics Adv eff systemic agt NEC Adv eff tetracycline Adv eff topic/infil anes Adv eff tranquilizer NEC Adv eff uric acid metab Adv eff vasodilators NEC Adv eff viral vacc NEC Adv eff vitamin k Adv eff vitamins NEC Adverse effect NEC Adverse food react NEC Aft surg circ syst NEC Aftcr explantatn jt pros Aftercare joint replace Aftercare neoplasm surg Aftercare organ transplt Aftercare path fx hip Aftrcare inj/trauma surg Aftrcare path fx low arm Aftrcare path fx low leg Aftrcare path fx vertebr Aftrcare traum fx up arm Aftrcare traum fx up leg Aftrce traum fx bone NEC Aftrcre traum fx arm NOS Aftrcre traum fx low arm Aftrcre traum fx low leg Aftrcre traum fx vertebr Aftrcre traumatic fx hip Agenesis of lung Aggres periodontitis NOS Aggres periodontitis,loc Agoraphobia w panic dis Agoraphobia w/o panic Air embol comp med care Air embolism Alchl gastrtis w/o hmrhg Alchl gstritis w hmrhg Alcoh dep NEC/NOS-contin Alcoh dep NEC/NOS-episod Alcoh dep NEC/NOS-remiss Alcoh dep NEC/NOS-unspec Alcoh psy dis w hallucin Alcohol abuse-continuous Alcohol abuse-episodic Alcohol abuse-in remiss Alcohol abuse-unspec Alcohol amnestic disordr Alcohol cirrhosis liver Alcohol liver damage NOS Alcohol mental disor NEC Alcohol persist dementia Alcohol withdrawal Alcoholic cardiomyopathy Alcoholic fatty liver Alcoholic polyneuropathy Alcoholism in family Alexia and dyslexia Alkalosis Allerg alveol/pneum NEC Allerg alveol/pneum NOS Allerg rhinitis-cat/dog Allergic purpura Allergic rhinitis NEC Allergic rhinitis NOS Allergic urticaria Allergy, unspecified Allrgic gastro & colitis Alopecia NEC Alopecia NOS Alopecia areata Alpha thalassemia Alpha-1-antitrypsin def Alrgc brncpul asprglosis Alteration of sensations Altered mental status Alveol pneumonopathy NEC Alveol pneumonopathy NOS Alveolitis of jaw Alzheimer's disease Amblyopia NOS Amer flag/touch football Amino-acid transport dis Amnestic disord oth dis Amniotic embolism-deliv Amp below elb, unil-comp Amphetamin depend-contin Amphetamin depend-remiss Amphetamin depend-unspec Amphetamine abuse-contin Amphetamine abuse-remiss Amphetamine abuse-unspec Amput above knee, unilat Amput abv elb, unil-comp Amput abv elbow, unilat Amput abv kn, unil-compl Amput arm, unil NOS-comp Amput below elb, unilat Amput below knee, unilat Amput foot, unilat-compl Amputat leg, bilat-compl Amputat stump compl NEC Amputation finger Amputation finger-compl Amputation foot, unilat Amputation thumb Amputation thumb-compl Amyloidosis NEC Amyloidosis NOS Amyotrophic sclerosis Anaerobic septicemia Anal & rectal abscess Anal & rectal polyp Anal fissure Anal fistula Anal or rectal pain Anal spasm Anaphyl d/t adm bld/prod Anaplastic lymph xtrndl Anemia NEC Anemia NOS Anemia d/t antineo chemo Anemia in chr kidney dis Anemia in neoplastic dis Anemia of prematurity Anemia-antepartum Anemia-delivered Anemia-delivered w p/p Anemia-other chronic dis Anemia-postpartum Aneurysm NEC Aneurysm coronary vessel Aneurysm of heart Aneurysm of heart NEC Aneurysm of neck Angina pectoris NEC/NOS Angio intes w hmrhg Angio intes w/o hmrhg Angio stm/dudn w hmrhg Angio stm/dudn w/o hmrhg Angioneurotic edema Angiopathy in other dis Anim drawn veh-pers NEC Animal bite NEC Anisocoria Ankle enthesopathy NEC Ankylosing spondylitis Ankylosis-lower/leg Ankylosis-pelvis Anodontia Anom anter seg NEC-eye Anomal skull/face bones Anomalies of aortic arch Anomalies of diaphragm Anomalies of foot NEC Anomalies of inner ear Anomalies of ovaries Anomalies of spleen Anomalies of toes NEC Anomalies of urachus Anomalous av excitation Anomaly of spine NEC Anomaly of spine NOS Anorexia Anorexia nervosa Anoxic brain damage Anphyl react oth sp food Anphyl react tr nts seed Anphylct react crstacns Anphylct react frts veg Anphylct react milk prod Anphylct react peanuts Anphylct reaction fish Ant disl prox tibia-open Ant disloc hip NEC-clos Ant disloc humerus-close Ant disloc prox tibia-cl Ant pituit hyperfunc NEC Antenatal screening NOS Antepart malpres aff NB Anter pituitary dis NEC Anterior cord synd/c1-c4 Anterior cord synd/c5-c7 Antidepress abuse-remiss Antidepress abuse-unspec Antin chemo indcd pancyt Antineoplastic chemo enc Antisocial personality Anxiety disorder oth dis Anxiety state NEC Anxiety state NOS Aortic aneurysm NOS Aortic atherosclerosis Aortic atresia/stenosis Aortic valve disorder Aortocoronary bypass Aphasia Aphonia Aplastic anemia NOS Aplastic anemias NEC Apnea Appendicitis NOS Arom amin-acid metab NEC Arterial branch occlus Arterial disease NEC Arterial disease NOS Arterial embolism NEC Arterial embolism NOS Arterioven fistu pul ves Arteritis NOS Arthralgia TMJ Arthrodesis status Arthrop w noninf GI dis Arthrop w oth dis NEC Arthropath w hematol dis Arthropathy NEC-ankle Arthropathy NEC-unspec Arthropathy NOS-ankle Arthropathy NOS-forearm Arthropathy NOS-hand Arthropathy NOS-l/leg Arthropathy NOS-mult Arthropathy NOS-oth site Arthropathy NOS-pelvis Arthropathy NOS-shlder Arthropathy NOS-unspec Arthropathy w nerve dis Arthroscopc conv to open Artif open status NEC Artif open status NOS Asbestosis Ascariasis Ascending colon inj-open Ascites NEC Ascorbic acid deficiency Ascvd Asept necrosis bone NEC Asept necrosis bone NOS Aseptic necrosis femur Aseptic necrosis humerus Aseptic necrosis of jaw Aspergillosis Asphyxia Asphyxiation/strangulat Assault NEC Assault NOS Assault-cutting instr Assault-explosive NOS Assault-firearm NEC Assault-handgun Assault-hanging/strangul Assault-pois w medic agt Assault-shotgun Assault-striking w obj Assault-submersion Asthma NOS Asthma NOS w (ac) exac Asthma w status asthmat Asy bacteriuria-antepart Asymp hiv infectn status Asympt postmeno status Asympt varicose veins Ataxia Ath ext autologs bps gft Ath ext nonautlg bps gft Ath ext ntv art gngrene Ath ext ntv art ulcrtion Ath ext ntv at w claudct Ath ext ntv at w rst pn Atheroembolism, kidney Atheroembolism, site NEC Atheroembolism,lower ext Atherosclerosis NEC Atherosclerosis NOS Athrsc extrm ntv art oth Athscl extrm bps gft NOS Athscl extrm ntv art NOS Atony of bladder Atresia large intestine Atresia small intestine Atrial fibrillation Atrial flutter Atrial premature beats Atrioven block-mobitz ii Atriovent block NOS Atriovent block complete Atriovent block-1st degr Atrophic vaginitis Atrph gastritis w hmrhg Atrph gastrtis w/o hmrhg Atten to colostomy Atten to cystostomy Atten to enterostomy NEC Atten to gastrostomy Atten to ileostomy Atten to tracheostomy Atten to urinostomy NEC Attn defic nonhyperact Attn deficit w hyperact Attn rem surg dressing Attn to artif open NEC Atypical face pain Atypical manic disorder Aut neuropthy in oth dis Autistic disord-current Autoimmun hemolytic anem Autoimmun lymphprof synd Autoimmune disease NEC Autoimmune hepatitis Autonomic dysreflexia Autonomic nerve dis NEC Autosomal anomalies NEC Autosomal deletions NEC Av block-2nd degree NEC Avulsion of eye Await organ transplnt st B-complex defic NEC B12 defic anemia NEC BMI 25.0-25.9,adult BMI 26.0-26.9,adult BMI 27.0-27.9,adult BMI 28.0-28.9,adult BMI 29.0-29.9,adult BMI 30.0-30.9,adult BMI 31.0-31.9,adult BMI 32.0-32.9,adult BMI 33.0-33.9,adult BMI 34.0-34.9,adult BMI 35.0-35.9,adult BMI 36.0-36.9,adult BMI 37.0-37.9,adult BMI 38.0-38.9,adult BMI 39.0-39.9,adult BMI 40.0-44.9, adult BMI 45.0-49.9, adult BMI 50.0-59.9, adult BMI 60.0-69.9, adult BMI 70 and over, adult BMI between 19-24,adult BMI less than 19,adult BPH NOS w ur obs/LUTS BPH NOS w/o ur obs/LUTS BPH w urinary obs/LUTS BPH w/o urinary obs/LUTS Babesiosis Back contusion Back disorder NOS Backache NOS Backgrnd retinopathy NOS Bact pleur/effus not TB Bacteremia Bacteremia of newborn Bacteria dis carrier NEC Bacterial diseases NEC Bacterial enteritis NOS Bacterial infection NOS Bacterial meningitis NOS Bacterial pneumonia NOS Bacteroides fragilis Balanitis xerotica oblit Balanoposthitis Band-shaped keratopathy Bandemia Bariatric surgery status Barrett's esophagus Bartholin's gland cyst Bartonellosis Baseball Basilar artery syndrome Basketball Batter by non-relative Batter by other relative Batter by spouse/partner Battering by child Bdy brn < 10%/3d deg NOS Bed confinement status Behcet arthritis-unspec Behcet's syndrome Bell's palsy Ben carcinoid appendix Ben carcinoid bronc/lung Ben hy kid w cr kid I-IV Ben hyp ht/kd I-IV w hf Ben hyp ht/kd stg V w hf Ben hyp kid w cr kid V Ben neo GI tract NEC/NOS Ben neo cerebr meninges Ben neo fallopian tube Ben neo fem genital NEC Ben neo islets langerhan Ben neo liver/bile ducts Ben neo long bones leg Ben neo major salivary Ben neo nasal cav/sinus Ben neo peritoneum Ben neo scalp/skin neck Ben neo skull/face bone Ben neo soft tis abdomen Ben neo soft tis pelvis Ben neo soft tis thorax Ben neo soft tissue head Ben neo soft tissue leg Ben neo spinal meninges Bengn carcinoid oth site Benign carcinoid ileum Benign carcinoid rectum Benign carcinoid stomach Benign hyp ht dis w hf Benign hyp ht dis w/o hf Benign hypertension Benign neo bronchus/lung Benign neo corpus uteri Benign neo cranial nerve Benign neo esophagus Benign neo larynx Benign neo mediastinum Benign neo mouth NEC/NOS Benign neo parathyroid Benign neo pituitary Benign neo skin arm Benign neo skin eyelid Benign neo skin face NEC Benign neo skin leg Benign neo skin trunk Benign neo spinal cord Benign neo trachea Benign neo vertebrae Benign neopl rectum/anus Benign neoplasm NEC Benign neoplasm adrenal Benign neoplasm brain Benign neoplasm breast Benign neoplasm heart Benign neoplasm kidney Benign neoplasm lg bowel Benign neoplasm ovary Benign neoplasm pancreas Benign neoplasm skin NOS Benign neoplasm sm bowel Benign neoplasm stomach Benign neoplasm thymus Benign neoplasm thyroid Benign neoplasm tongue Benign parxysmal vertigo Benign renovasc hyperten Bereavement, uncomplicat Beriberi Beta thalassemia Biceps tendon rupture Bicipital tenosynovitis Bike riding Bil femoral hern w obstr Bilat bb block NEC Bilat clft palat/lip-com Bilat clft palat/lip-inc Bilat ing hernia w obst Bilat inguinal hernia Biliary & liver anom NEC Biliary & liver anom NOS Biliary cirrhosis Biliary tract injury-cl Biliary tract injury-opn Bilious emesis Bipo I sin man-sev w psy Bipol I cur depres NOS Bipol I cur depress-mild Bipol I curr dep w/o psy Bipol I currnt dep w psy Bipol I currnt manic NOS Bipol I manic-sev w psy Bipol I single manic NOS Bipolar disorder NEC Bipolar disorder NOS Bipolor I current NOS Birth asphyxia NOS Birth trauma NEC Black eye NOS Blad diverticulum calcul Bladder calculus NEC Bladder disorder NOS Bladder exstrophy Bladder neck obstruction Bladder neoplasm NOS Bladder replacement NEC Bladder rupt, nontraum Bladder wall hemorrhage Bladder/urethra inj-clos Bladder/urethra inj-open Blastomycosis Bleed esoph var oth dis Blepharitis NOS Blepharospasm Blindness NOS, both eyes Blindness, one eye Blindness/low vision Blister finger Blister foot & toe Blister foot & toe-infec Blister forearm Blister hand Blister head Blister hip & leg Blister shoulder & arm Blister trunk Blood asp w resp sympt Blood disease NOS Blood diseases NEC Blood in stool Blood inf dt cen ven cth Blood vessel replac NEC Boat acc inj NEC-power Boat acc inj NEC-skier Boat inj NEC-person NEC Bone & cartilage dis NEC Bone & cartilage dis NOS Bone cyst NEC Bone infect NEC-mult Bone infect NEC-oth site Bone infect NOS-ankle Bone injury NEC at birth Bone involv in oth dis Bone/skin neoplasm NOS Borderline personality Both eyes blind-who def Botulism food poisoning Boxing Brach plexus inj-birth Brachial neuritis NOS Brachial plexus injury Brachial plexus lesions Brain anomaly NEC Brain condition NOS Brain conditions NEC Brain death Brain hem NEC w opn wnd Brain hem NEC w/o coma Brain hem NEC-brief coma Brain hem NEC-coma NOS Brain hem NEC-concussion Brain hem NEC-deep coma Brain hem NEC-proln coma Brain hem open-coma NOS Brain hem opn-proln coma Brain inj NEC-brief coma Brain inj NEC-coma NOS Brain inj NEC-deep coma Brain inj NEC-mod coma Brain inj NEC-proln coma Brain injury NEC Brain injury NEC-no coma Brain lac NEC w open wnd Brain lac NEC-brief coma Brain lac NEC-deep coma Brain lac NEC-proln coma Brain lacer NEC w/o coma Brain lacer NEC-coma NOS Brain lacer NEC-concuss Brain lacer NEC-mod coma Brain laceration NEC Brain neoplasm NOS Branch cleft sinus/fistu Branchial cleft cyst Breast disorder NOS Breast prosth malfunc Breast replacement Breech del/extrac aff NB Breech presentat-deliver Brkt tmr unsp xtrndl org Broke prosthtc jt implnt Broken tooth-complicated Broken tooth-uncomplic Bronchiectas w/o ac exac Bronchiectasis w ac exac Bronchitis NOS Bronchopneumonia org NOS Brst reconst fol mastect Brucellosis NOS Bsl cel skn face NEC/NOS Bsl cell ca scalp/skn nk Budd-chiari syndrome Building & construction Bulimia nervosa Bullous dermatoses NEC Bullous myringitis Bundle branch block NOS Bunion Buphthal w oth eye anom Buphthalmos NOS Burkitt's tumor abdom Burkitt's tumor axilla Burkitt's tumor head Burkitt's tumor mult Burkitt's tumor thorax Burn NOS abdominal wall Burn NOS back Burn NOS finger Burn NOS head-unspec Burn NOS lower leg Burn NOS neck Burn NOS trunk NEC Burn larynx/trachea/lung Burn of GI tract Burn of esophagus Bursitis NEC Buttock contusion C1-c4 fx-cl/ant cord syn C1-c4 fx-cl/cen cord syn C1-c4 fx-cl/com cord les C1-c4 fx-cl/cord inj NEC C1-c4 fx-cl/cord inj NOS C1-c4 fx-op/cord inj NOS C1-c4 spin cord inj NEC C1-c4 spin cord inj NOS C5-c7 fx-cl/ant cord syn C5-c7 fx-cl/cen cord syn C5-c7 fx-cl/com cord les C5-c7 fx-cl/cord inj NEC C5-c7 fx-cl/cord inj NOS C5-c7 fx-op/com cord les C5-c7 spin cord inj NEC C5-c7 spin cord inj NOS CHF NOS CV dis NEC preg-deliver CV dis NEC-antepartum CV dis NEC-deliver w p/p CV dis NEC-postpartum Ca in situ GI NEC/NOS Ca in situ anus NOS Ca in situ bladder Ca in situ breast Ca in situ bronchus/lung Ca in situ cervix uteri Ca in situ esophagus Ca in situ liver/biliary Ca in situ oral cav/phar Ca in situ prostate Ca in situ skin NOS Ca in situ skin arm Ca in situ skin trunk Ca in situ stomach Ca in situ urinary NEC Cachexia Calcaneal spur Calcif tendinitis shlder Calcium deposit tendon Calculus of kidney Calculus of ureter Candidal endocarditis Candidal enteritis Candidal esophagitis Candidal meningitis Candidal vulvovaginitis Candidias urogenital NEC Candidiasis of lung Candidiasis site NEC Candidiasis site NOS Cannabis abuse-contin Cannabis abuse-episodic Cannabis abuse-in remiss Cannabis abuse-unspec Cannabis depend-contin Cannabis depend-unspec Capillary dis NEC/NOS Carbuncle NOS Carbuncle of buttock Carbuncle of leg Carbuncle of trunk Carcinoid syndrome Carcinoma in situ vagina Cardiac arrest Cardiac dysrhythmia NOS Cardiac dysrhythmias NEC Cardiac murmurs NEC Cardiac tamponade Cardiogenic shock Cardiomegaly Cardiomyopath in oth dis Cardiovas sys symp NEC Carotid sinus syndrome Carpal tunnel syndrome Carrier NEC Cataract NEC Cataract NOS Cataract extract status Cataract w radiation Catatonia-chr/exacerb Catatonia-chronic Catatonia-unspec Cauda equina injury Cauda equina synd NOS Caught between objects Causalgia lower limb Celiac art compress syn Celiac disease Cellulitis NOS Cellulitis of arm Cellulitis of buttock Cellulitis of face Cellulitis of foot Cellulitis of hand Cellulitis of leg Cellulitis of neck Cellulitis of pharynx Cellulitis of trunk Cellulitis, finger NOS Cellulitis, site NEC Cellulitis, toe NOS Cellulitis/abscess mouth Cent retina artery occlu Cent serous retinopathy Central cord synd/c1-c4 Central cord synd/c5-c7 Central origin vertigo Central pain syndrome Central scotoma Cereb degen in child NEC Cereb degeneration NEC Cereb degeneration NOS Cerebel atax in oth dis Cerebel contus w opn wnd Cerebel contus-deep coma Cerebel contus-prol coma Cerebel lacer-brief coma Cerebel/brain stm contus Cerebell contus w/o coma Cerebell contus-brf coma Cerebell contus-coma NOS Cerebellar ataxia NEC Cerebral arteritis Cerebral atherosclerosis Cerebral cortx contusion Cerebral cysts Cerebral edema Cerebral hem at birth Cerebral lipidoses Cerebral palsy NEC Cerebral palsy NOS Cerebrosp fluid otorrhea Cerebrospinal rhinorrhea Cerebrovasc dis-antepart Cerebrovasc dis-postpart Cerebrovasc disease NEC Cerebrovasc disease NOS Cerebrovascular anomaly Cerebvas dis-deliv w p/p Cerv disc dis w myelopat Cerv spondyl w myelopath Cervical disc degen Cervical disc displacmnt Cervical incompet-deliv Cervical root injury Cervical spinal stenosis Cervical spondylosis Cervical syndrome NEC Cervicalgia Cervicitis Cervix/fem gen anom NEC Cervix/fem gen anom NOS Cesarean delivery aff NB Ch DVT/embl dstl low ext Ch DVT/embl low ext NOS Ch DVT/embl prox low ext Ch DVT/embl up ext Ch embl internl jug vein Ch embl thorac vein NEC Ch emblsm axillary veins Ch emblsm subclav veins Ch emblsm suprfcl up ext Ch emblsm veins NEC Ch lym leuk wo achv rmsn Ch mgr wo ar wo nt wo st Ch myl leuk wo achv rmsn Ch ob asthma w stat asth Ch obst asth w (ac) exac Chagas disease of heart Chalazion Changes in skin texture Chemical dermatitis NEC Chemotherapy follow-up Chest pain NEC Chest pain NOS Chest swelling/mass/lump Cheyne-stokes respiratn Child abuse NOS Child abuse by pers NEC Chills (without fever) Chlamydial infection NOS Choanal atresia Cholangitis Cholecystitis NOS Choledochlith NOS w obst Choledochlith/ac gb-obst Choledochlith/gb NEC-obs Choledochlith/gb inf NEC Choledocholith/ac gb inf Choledocholithiasis NOS Cholelith w ac cholecyst Cholelith w cholecys NEC Cholelith/ac gb inf-obst Cholelith/gb inf NEC-obs Cholelithias NOS w obstr Cholelithiasis NOS Choleperitonitis Cholera carrier Cholesteatoma extern ear Cholesterin granuloma Chondritis of pinna Chondrocalc NOS-forearm Chondrocalc NOS-oth site Chondrocalcin NOS-ankle Chondrocalcin NOS-l/leg Chondrocalcin NOS-mult Chondrocalcin NOS-pelvis Chondrocalcin NOS-unspec Chondrodystrophy Chordae tendinae rupture Chorea NEC Chorioamnionitis aff NB Chorioretinitis NOS Chr T & A dis NEC Chr T & A dis NOS Chr airway obstruct NEC Chr allrg conjunctiv NEC Chr angle-clos glaucoma Chr apical periodontitis Chr blood loss anemia Chr congest splenomegaly Chr conjunctivitis NOS Chr diastolic hrt fail Chr duod ulc hem/perf-ob Chr duoden ulc hem-obstr Chr duoden ulc hem/perf Chr duoden ulc perf-obst Chr duoden ulcer w hem Chr duoden ulcer w perf Chr duodenal ulcer NOS Chr ethmoidal sinusitis Chr factitious illness Chr frontal sinusitis Chr gouty atroph w tophi Chr gouty atrph wo tophi Chr inflam polyneuritis Chr interstit cystitis Chr ischemic hrt dis NEC Chr ischemic hrt dis NOS Chr kidney dis stage III Chr kidney dis stage IV Chr lym leuk w rmsion Chr lymp leuk in relapse Chr lymphocyt thyroidit Chr margin ulc w hem-obs Chr marginal ulc w perf Chr marginal ulcer w hem Chr maxillary sinusitis Chr membranoprolif nephr Chr membranous nephritis Chr mycot otitis externa Chr myel leuk in relapse Chr myl leuk w rmsion Chr nephritis in oth dis Chr osteomyelit NEC Chr osteomyelit-ankle Chr osteomyelit-forearm Chr osteomyelit-l/leg Chr osteomyelit-mult Chr osteomyelit-pelvis Chr osteomyelit-up/arm Chr otitis externa NEC Chr passiv congest liver Chr peptic ulc w hem-obs Chr peptic ulcer w hem Chr proliferat nephritis Chr pul manif d/t radiat Chr pulmon heart dis NEC Chr pulmon heart dis NOS Chr pulmonary embolism Chr pyeloneph w med necr Chr pyelonephritis NOS Chr rapid progr nephrit Chr rheumatic pericard Chr salpingo-oophoritis Chr sphenoidal sinusitis Chr stom ulc w hem-obstr Chr stomach ulc NOS-obst Chr stomach ulc hem/perf Chr stomach ulc w hem Chr stomach ulcer NOS Chr stomach ulcer w perf Chr syst/diastl hrt fail Chr systolic hrt failure Chr thyroiditis NEC/NOS Chr tot occl art extrem Chr tot occlus cor artry Chr uterine inflammation Chr vasc insuff intest Chrnc hpt C w hepat Coma Chrnc hpt C wo hpat coma Chro kidney dis stage I Chro kidney dis stage II Chromosome anomaly NOS Chron kidney dis stage V Chron periodontitis,gen Chron post-thoracot pain Chronc gingititis,plaque Chronc graft-vs-host dis Chronc pain d/t trauma Chronc periodontitis NOS Chronic bronchitis NEC Chronic bronchitis NOS Chronic cholecystitis Chronic cluster headache Chronic cystitis NEC Chronic endophthalmitis Chronic fatigue syndrome Chronic hepatitis NEC Chronic hepatitis NOS Chronic hypotension Chronic kidney dis NOS Chronic liver dis NEC Chronic liver dis NOS Chronic lymphadenitis Chronic mastoiditis Chronic meningitis Chronic nephritis NEC Chronic nephritis NOS Chronic obst asthma NOS Chronic pain NEC Chronic pain syndrome Chronic pancreatitis Chronic parametritis Chronic peptic ulcer NOS Chronic pneumothorax Chronic postop pain NEC Chronic prostatitis Chronic respiratory fail Chronic rhinitis Chronic sinusitis NEC Chronic sinusitis NOS Chronic skin ulcer NEC Chronic skin ulcer NOS Chronic tension headache Chronic tonsillitis Circadian rhym oth dis Circulatory anomaly NEC Circulatory disease NEC Circulatory disease NOS Circumscribe scleroderma Cirrhosis of liver NOS Civilian activity-income Cl lumbar fx w cord inj Cl sk base fx/br inj NEC Cl sk w oth fx/cereb lac Cl skl base fx-deep coma Cl skl base fx-prol coma Cl skl base fx/cereb lac Cl skl base fx/menin hem Cl skl fx NEC-proln coma Cl skl fx NEC/mening hem Cl skl vlt fx-concus NOS Cl skl vlt fx-proln coma Cl skl vlt fx/cerebr lac Cl skl vlt fx/mening hem Cl skl w oth fx w/o coma Cl skl w oth fx-brf coma Cl skl w oth fx-coma NOS Cl skl w oth fx-mod coma Cl skl/oth fx/mening hem Cl skul base fx w/o coma Cl skul base fx-brf coma Cl skul base fx-coma NOS Cl skul base fx-mod coma Cl skul base fx/brf coma Cl skul fx NEC-deep coma Cl skul fx w oth bone fx Cl skul vlt fx-deep coma Cl skul w oth fx/hem NEC Cl skul/oth fx-deep coma Cl skull base fx-concuss Cl skull base fx/hem NEC Cl skull fx NEC w/o coma Cl skull fx NEC-brf coma Cl skull fx NEC-coma NOS Cl skull vlt fx w/o coma Cl skull vlt fx-brf coma Cl skull vlt fx-coma NOS Cl skull vlt fx-mod coma Cl skull vlt fx/hem NEC Clavicle fx at birth Claw toe Cleft lip NOS Cleft palate & lip NEC Cleft palate & lip NOS Cleft palate NOS Clonorchiasis Clos skull base fracture Close skull fracture NEC Closed skull vault fx Clostridium perfringens Cluster headache syn NOS Cmp int orth dev/gft NOS Cns abscess NOS Cns complic-del w p/p Cns demyelination NEC Cns demyelination NOS Cns disorder NEC Cns disorder NOS Cns dysfunction syn NB Cnsl victm partner abuse Cntct/exp hazrd metl NEC Cntrl sleep apnea ot dis Coag def hemorr-antepart Coag def hemorr-deliver Coagulat defect NEC/NOS Coagulation def-antepart Coagulation def-deliv Coagulation def-postpart Coal workers' pneumocon Coarctation of aorta Cocaine abuse-continuous Cocaine abuse-episodic Cocaine abuse-in remiss Cocaine abuse-unspec Cocaine depend-contin Cocaine depend-episodic Cocaine depend-remiss Cocaine depend-unspec Coccidioidomycosis NOS Cognition sign/sympt NEC Colles' fracture-closed Colles' fracture-open Colon injury NEC-closed Colon injury NOS-closed Colon injury NOS-open Color deficiency NEC Colostomy status Colosty/enter comp-mech Colosty/enterost infectn Colstmy/enteros comp NEC Colstomy/enter comp NOS Coma Comb drug dep NEC-contin Comb drug dep NEC-remiss Comb drug dep NEC-unspec Comb endocr dysfunct NEC Common truncus Common variabl immunodef Communic dis contact NEC Communicat hydrocephalus Comp intest pouch NEC Comp intestine transplnt Comp organ transplnt NOS Comp oth organ transplnt Comp tp organ-stem cell Comp-genitourin dev/grft Comp-heart valve prosth Comp-int prost devic NEC Comp-internal joint pros Comp-nerv sys dev/graft Comp-oth cardiac device Comp-oth int ortho devic Comp-oth vasc dev/graft Comp-periton dialys cath Comp-ren dialys dev/grft Comp-unsp device/graft Compl del NEC aff NB Compl heart transplant Compl kidney transplant Compl liver transplant Compl lung transplant Compl marrow transplant Compl pancreas transplnt Compl reattached finger Compl transpos great ves Complcation-insulin pump Complete edentulism NOS Complete les cord/c5-c7 Complic med care NEC/NOS Complication cns device Compression of brain Compression of vein Concus-brief coma <31 mn Concussion NOS Concussion w coma NOS Concussion w/o coma Concussion-deep coma Concussion-moderate coma Cond hear loss comb type Condctv hear loss, bilat Condctv hear loss,unilat Conditn influ health NEC Conduc hear loss mid ear Conduct disturbance NOS Conduct hearing loss NOS Conduction disorder NEC Conduction disorder NOS Condyloma acuminatum Cong absence ext ear Cong absence of vertebra Cong anom of aorta NEC Cong anom of aorta NOS Cong aorta valv insuffic Cong aorta valv stenosis Cong bowing leg NOS Cong breast anomaly NEC Cong chorioretinal degen Cong cntrl hypovent synd Cong corneal opacit NEC Cong cystic liver dis Cong cytomegalovirus inf Cong def clot factor NEC Cong esoph fistula/atres Cong face/neck anom NEC Cong face/neck anom NOS Cong factor IX disorder Cong factor viii diord Cong factor xi disorder Cong foot deform NEC Cong genu recurvatum Cong heart anomaly NEC Cong heart anomaly NOS Cong hered musc dystrphy Cong hip deformity NEC Cong hip disloc w sublux Cong hip disloc, unilat Cong hip sublux, bilat Cong hip sublux, unilat Cong knee deformity Cong knee dislocation Cong mitral insufficienc Cong obst ureteroves jnc Cong postural deformity Cong pulmon valv atresia Cong pulmon valve stenos Cong pyloric stenosis Cong skin pigment anomal Cong skull/face/jaw def Cong subaortic stenosis Cong tricusp atres/sten Cong/herid thromb purpra Congen CV dis-del w p/p Congen abn uter-postpart Congen bronchiectasis Congen fusion of spine Congen hip disloc, bilat Congen obst urtroplv jnc Congen urethral stenosis Congenital anemia Congenital anomaly NOS Congenital cataract NOS Congenital chordee Congenital cystic lung Congenital diplegia Congenital eyelid deform Congenital heart block Congenital hemiplegia Congenital hydrocele Congenital hydrocephalus Congenital hypothyroidsm Congenital infec NEC Congenital neutropenia Congenital pes planus Congenital pneumonia Congenital ptosis Congenital quadriplegia Congenital renal cyst Congenital torticollis Congenital ureterocele Congn anoml abd wall NEC Conjunctiva disorder NEC Conjunctiva disorder NOS Conjunctiva vasc anomaly Conjunctival cysts Conjunctival edema Conjunctival hemorrhage Conjunctivitis NEC Conjunctivitis NOS Conn's syndrome Consl partner prob Constipation NEC Constipation NOS Constrictiv pericarditis Cont/exp hazard chem NEC Continuous leakage Contracept pill surveill Contracted palmar fascia Contracture of tendon Contusion NOS Contusion abdominal wall Contusion face/scalp/nck Contusion genital organs Contusion leg NOS Contusion of ankle Contusion of breast Contusion of chest wall Contusion of elbow Contusion of eye NOS Contusion of eyeball Contusion of finger Contusion of foot Contusion of forearm Contusion of hand(s) Contusion of hip Contusion of knee Contusion of lower leg Contusion of thigh Contusion of toe Contusion of upper arm Contusion of wrist Contusion orbital tissue Contusion periocular Contusion scapul region Contusion shoulder & arm Contusion shoulder reg Contusion trunk NOS Contusion upper limb NOS Conversion disorder Convulsions NEC Convulsions in newborn Cor ath artry bypas grft Cor ath bypass graft NOS Cor ath d/t calc cor lsn Cor ath unsp vsl ntv/gft Cor triatriatum Cord entangle NEC-deliv Cornea transplant status Corneal degeneration NOS Corneal disorder NEC Corneal dsdr contct lens Corneal grft malfunction Corneal ulcer NOS Corns and callosities Coronary artery anomaly Corpus luteum cyst Correct transpos grt ves Cortex contus-brief coma Cortex contus-coma NOS Cortex contus-concus NOS Cortex contus-deep coma Cortex contus-mod coma Cortex contusion-no coma Cortex lacerat w/o coma Cortex lacerat-deep coma Cortical blindness Corticoadren overact NEC Cough Cough variant asthma Counslng sbstn use abuse Coxsackie virus mening Cracked tooth Cramp in limb Cranial nerve dis NOS Crbl art oc NOS wo infrc Crbl art ocl NOS w infrc Crbl emblsm w infrct Crbl emblsm wo infrct Crbl thrmbs w infrct Crbl thrmbs wo infrct Crit illness neuropathy Critical illness myopthy Crn ath atlg vn bps grft Crn ath nonatlg blg grft Crnry athrscl natve vssl Crush inj ext genitalia Crush inj face scalp Crush inj neck Crush inj scapul region Crushing inj lower leg Crushing inj trunk NEC Crushing injury ankle Crushing injury buttock Crushing injury finger Crushing injury foot Crushing injury forearm Crushing injury hip Crushing injury knee Crushing injury of hand Crushing injury of wrist Crushing injury thigh Cryptococcal meningitis Cryptococcosis Cryptogenic organiz pneu Cryptosporidiosis Cryst arthrop NOS-l/leg Crystal deposit vitreous Cumltv trma-repetv impct Cushing's syndrome Cutaneous candidiasis Cutaneous diphtheria Cutaneous mycobacteria Cutaneous-vesicos status Cva Cyanosis Cyanotic attack, newborn Cyclic neutropenia Cyclothymic disorder Cyst of bone NOS Cyst of kidney, acquired Cyst of thyroid Cystic fibros w pul man Cystic fibros w/o ileus Cystic fibrosis NEC Cystic fibrosis gene car Cystic kidney diseas NEC Cystic kidney diseas NOS Cysticercosis Cystitis NEC Cystitis NOS Cystitis cystica Cystocele, lateral Cystocele, midline Cystoid macular degen Cystostomy status NEC Cystostomy status NOS Cystourethral anom NEC Cysts of jaws NEC Cytomegaloviral disease DMAC bacteremia DMI circ nt st uncntrld DMI circ uncntrld DMI hprosmlr uncontrold DMI hprsm nt st uncntrld DMI keto nt st uncntrld DMI ketoacd uncontrold DMI neuro nt st uncntrld DMI neuro uncntrld DMI o cm nt st uncntrld DMI ophth nt st uncntrld DMI ophth uncntrld DMI oth coma uncontrold DMI oth nt st uncntrld DMI oth uncntrld DMI renal uncntrld DMI renl nt st uncntrld DMI unspf nt st uncntrld DMI unspf uncntrld DMI wo cmp nt st uncntrl DMI wo cmp uncntrld DMII circ nt st uncntrld DMII circ uncntrld DMII hprosmlr uncontrold DMII hprsm nt st uncntrl DMII keto nt st uncntrld DMII ketoacd uncontrold DMII neuro nt st uncntrl DMII neuro uncntrld DMII o cm nt st uncntrld DMII ophth nt st uncntrl DMII ophth uncntrld DMII oth coma uncontrold DMII oth nt st uncntrld DMII oth uncntrld DMII renal uncntrld DMII renl nt st uncntrld DMII unspf nt st uncntrl DMII unspf uncntrld DMII wo cmp nt st uncntr DMII wo cmp uncntrld Dacryoadenitis NOS Dacryocystitis NOS Damage to pelvic jt-del Deaf, nonspeaking NEC Debility NOS Decrease fetal movmt del Decreased WBC count NEC Deep dermatophytosis Deep phlebitis-leg NEC Defibrination syndrome Defic circul enzyme NEC Deficiency anemia NOS Deficiency of vitamin k Degen basal ganglia NEC Degeneration of eye NOS Degenerative skin disord Dehydration Del w 1 deg lacerat-del Del w 2 deg lacerat-del Delay conjugat jaund NEC Delay conjugat jaund NOS Delay p/p hem-del w p/p Delay p/part hem-postpar Delirium d/t other cond Delirium tremens Deliver-single liveborn Deliver-single stillborn Deliver-twins, both live Delusional disorder Demen NOS w behav distrb Demen NOS w/o behv dstrb Dementia w Lewy bodies Dementia w behavior dist Dementia w/o behav dist Dental caries - enamel Dental caries NEC Dental caries NOS Dental caries-root surf Dental disorder NEC Dental disorder NOS Dentofacial anomaly NEC Depend-supplement oxygen Depr psychos-part remiss Depr psychos-sev w psych Depress psychosis-mild Depress psychosis-severe Depress psychosis-unspec Depressive disorder NEC Depressive psychosis-mod Dermat d/t food ingest Dermat d/t int agent NEC Dermatitis NEC Dermatitis NOS Dermatitis due to plant Dermatitis factitia Dermatitis herpetiformis Dermatitis oth radiation Dermatoglyphic anomalies Dermatographic urticaria Dermatomycoses NEC Dermatomycosis NOS Dermatomyositis Dermatophyt scalp/beard Dermatophytosis of body Dermatophytosis of foot Dermatophytosis of groin Dermatophytosis of nail Dermatophytosis site NEC Dermatophytosis site NOS Descending colon inj-cl Descending colon inj-opn Desensitiza to allergens Detachmnt w defect NOS Detergent dermatitis Detrusr sphinc dyssnrgia Devel coordination dis Devel odontogenic cysts Development delay NOS Development delays NEC Deviated nasal septum Diabetes insipidus Diabetes-antepartum Diabetes-delivered Diabetes-postpartum Diabetic cataract Diabetic macular edema Diabetic retinopathy NOS Dialysis encounter, NEC Diaper or napkin rash Diaphragm hernia w gangr Diaphragm hernia w obstr Diaphragm injury-closed Diaphragm injury-open Diaphragmatic hernia Diarrhea Diarrhea of infect orig Diastasis of muscle Diastolc hrt failure NOS Dicalc phos crys-forearm Dicalc phos cryst-l/leg Dietary surveil/counsel Dieulafoy les, intestine Dieulafoy les,stom&duod Diff connect tis dis NEC Diff connect tis dis NOS Difficulty in walking Diffus cystic mastopathy Digeorge's syndrome Digest-genit fistul, fem Digestive neoplasm NOS Digestve syst symptm NEC Diphtheria NEC Diphtheria NOS Diphtheria carrier Diplegia of upper limbs Diplopia Dis bilirubin excretion Dis calcium metablsm NEC Dis calcium metablsm NOS Dis carbohydr metab NEC Dis copper metabolism Dis magnesium metabolism Dis mid ear/mastoid NEC Dis mineral metabol NEC Dis mineral metabol NOS Dis mitochondrial metab Dis of biliary tract NEC Dis of biliary tract NOS Dis of gallbladder NEC Dis of gallbladder NOS Dis phosphorus metabol Dis plas protein met NEC Dis plas protein met NOS Dis porphyrin metabolism Dis urea cycle metabol Disaccharidase def/malab Disc degeneration NOS Disc dis NEC/NOS-cerv Disc dis NEC/NOS-lumbar Disc dis NEC/NOS-thorac Disc dis NEC/NOS-unspec Disc dis w myelopath NOS Disc displacement NOS Disease of larynx NEC Disease of larynx NOS Disease of pharynx NEC Disease of pharynx NOS Diseases of appendix NEC Diseases of lips Diseases of nail NEC Diseases of thymus NEC Disfigurements of head Disl finger NOS-closed Disl interphaln hand-cl Disl metacarpophalan-opn Disl metatarsophalang-cl Disl tarsometatarsal-opn Disloc 1st cerv vert-cl Disloc 2nd cerv vert-cl Disloc 3rd cerv vert-cl Disloc 4th cerv vert-cl Disloc 5th cerv vert-cl Disloc 6th cerv vert-cl Disloc 7th cerv vert-cl Disloc acromioclavic-cl Disloc acromioclavic-opn Disloc cerv vert NOS-cl Disloc dist radiouln-cl Disloc dist radiouln-opn Disloc metacarpal-closed Disloc metacarpophaln-cl Disloc mult cerv vert-cl Disloc radiocarpal-clos Disloc shoulder NEC-clos Disloc shoulder NOS-clos Disloc tarsal NOS-closed Disloc thoracic vert-cl Disloc wrist NEC-closed Disloc wrist NOS-closed Disloca midcarpal-closed Dislocat elbow NEC-close Dislocat elbow NOS-close Dislocat foot NEC-closed Dislocat hip NOS-closed Dislocat knee NOS-closed Dislocat knee NOS-open Dislocat lumbar vert-cl Dislocat midcarpal-open Dislocat patella-closed Dislocat sacrum-closed Dislocat site NEC-closed Dislocat site NEC-open Dislocat sternum-closed Dislocate prosthetic jt Dislocation ankle-closed Dislocation ankle-open Dislocation jaw-closed Dislocation patella-open Disord iron metablsm NEC Disorder of eyelid NOS Disorder of meninges NEC Disorder of penis NEC Disorder of penis NOS Disorder of thyroid NOS Disorders breast NEC Disorders of bladder NEC Disorders of diaphragm Disorders of ear NEC Disorders of eyelid NEC Disorders of sacrum Disorders of thyroid NEC Disorders of uterus NEC Disrpt trauma wound repr Disrup internal op wound Disrup-external op wound Disrupt c-sect-del w p/p Disrupt c-sect-postpart Dissect carotid artery Dissect vertebral artery Dissection artery NEC Dissection cor artery Dissection iliac artery Dissection renal artery Dissem intravasc coag NB Disseminated candidiasis Dissociated nystagmus Dissociative amnesia Dissociative react NOS Dissociatve identity dis Disturbances of vision Diverticulum of bladder Diving accident Dizziness and giddiness Do not resusctate status Dog bite Domestic wiring accident Dorsal root injury Double outlet rt ventric Doubling of uterus Down's syndrome Drop, hematocrit, precip Drowning/nonfatal submer Drug abuse NEC-contin Drug abuse NEC-episodic Drug abuse NEC-in remiss Drug abuse NEC-unspec Drug allergy NEC Drug depend NEC-contin Drug depend NEC-unspec Drug depend NOS-contin Drug depend NOS-remiss Drug depend NOS-unspec Drug dependence-antepart Drug dependence-deliver Drug dermatitis NOS Drug induce headache NEC Drug induced neutropenia Drug induced sleep disor Drug mental disorder NEC Drug mental disorder NOS Drug persisting dementia Drug psy dis w hallucin Drug psych disor w delus Drug withdrawal Drug-induced delirium Drug-induced mood disord Dsct of abdominal aorta Dsct of aorta unsp site Dsct of thoracic aorta Dsct of thoracoabd aorta Dual sensory impairment Duane's syndrome Duodenal obstruction NEC Duodenal ulcer NOS Duodenal ulcer NOS-obstr Duodenitis w hmrhg Duodenitis w/o hmrhg Duodenum injury-closed Duodenum injury-open Dural tear NEC Dvrtcli colon w hmrhg Dvrtcli colon w/o hmrhg Dvrtcli sml int w/o hmrg Dvrtclo colon w hmrhg Dvrtclo colon w/o hmrhg Dvrtclo sml int w hmrhg Dvrtclo sml int w/o hmrg Dwarfism NEC Dysarthria Dyschromia, unspecified Dyskinesia of esophagus Dysmenorrhea Dysmetabolic syndrome x Dysphagia NEC Dysphagia NOS Dysphagia, oral phase Dysphagia, oropharyngeal Dysphagia, pharyngeal Dysphagia,pharyngoesoph Dysphonia Dysplasia of anus Dysplasia of cervix NOS Dysplasia of prostate Dysthymic disorder Dysuria E coli septicemia E.coli infection NEC/NOS Ear anomalies NEC Ear anomaly NOS Ear piercing Early complic trauma NEC Early congen syph NOS Early onset delivery-del Early satiety East equine encephalitis Eating disorder NEC Eating disorder NOS Ebstein's anomaly Echinococcosis NOS liver Eclampsia-antepartum Eclampsia-delivered Eclampsia-postpartum Economic problem Ect preg NEC w/o int prg Ectp preg NOS w int preg Ectpc prg NEC w int preg Ectropion NOS Eczema herpeticum Edema Edema of eyelid Edema of larynx Edema of newborn NEC/NOS Edema of penis Edema pharynx/nasopharyx Edema, male genital orgn Edwards' syndrome Effect external caus NEC Effects electric current Effects of hunger Effects radiation NOS Effusion NEC exc tb Ehlers-danlos syndrome Ehrlichiosis NEC Ehrlichiosis NOS Elb/forearm/wrst inj NOS Elder primigravid-antepa Elderly multigravd-antep Elderly multigravida-del Elderly primigravida-del Electrolyt/fluid dis NEC Elev C-reactive protein Elev bl pres w/o hypertn Elev transaminase/ldh Elevated sediment rate Elvtd prstate spcf antgn Embl suprfcl ves low ext Emotional state sym NEC Emphysema NEC Emphysema rsult frm proc Emphysematous bleb Empyema w/o fistula Empyema with fistula Enceph & encephlalo NEC Enceph/myel folwg immune Encephalitis NOS Encephalocele Encephalopathy NEC Encephalopathy NOS Encntr plnd po wnd clsr Encountr palliative care End stage renal disease Endocard cushion def NEC Endocard cushion def NOS Endocard fibroelastosis Endocarditis NOS Endocarditis in oth dis Endocrine anomaly NEC Endocrine disorder NOS Endocrine disorders NEC Endocrine/nerv neo NOS Endometrial hyperpla NOS Endometriosis NEC Endometriosis NOS Endophthalmitis NEC Endos dentl imp fail NEC Enlargement lymph nodes Enophthalmos d/t trauma Enteritis of infect orig Enterococcus group d Enterostomy status NEC Enthesopathy of hip Enthesopathy of knee NEC Enthesopathy of knee NOS Enthesopathy, site NOS Enuresis Enzyme defic anemia NEC Eosinophil gastrt wo hem Eosinophilia Eosinophilia myalgia snd Eosinophilic esophagitis Eosinophilic gastroent Eosinophilic meningitis Epicranial subapo hemorr Epil par cont w intr epi Epil par cont w/o int ep Epilep NEC w/o intr epil Epilep NOS w/o intr epil Epilepsy NEC w intr epil Epilepsy NOS w intr epil Epilepsy-antepartum Epilepsy-postpartum Epimembranous nephritis Epiphora NOS Episodic mood disord NEC Episodic mood disord NOS Epispadias Epistaxis Erysipelas Erythema multiforme NOS Erythema multiforme maj Erythema nodosum Erythematous cond NEC Erythematous cond NOS Erythromelalgia Esoph varice oth dis NOS Esoph varices w/o bleed Esophag varices w bleed Esophageal anomaly NEC Esophageal disorder NOS Esophageal hemorrhage Esophageal reflux Esophageal stricture Esophagitis, unspecified Esophagus injury-closed Esophagus injury-open Esotropia NOS Essen hyperten-antepart Essen hyperten-delivered Essen hyperten-postpart Essntial thrombocythemia Estrogen recep neg stat Estrogen recep pstv stat Euthyroid sick syndrome Evans' syndrome Ex ear anm NEC-impr hear Exam ears & hearing NEC Exam-clincal trial Exceptionally large baby Excess fetal grth-deliv Excessive cold NEC Excessive cold NOS Excessive cold, man-made Excessive cold: weather Excessive heat, man-made Excessive heat: weather Excessive menstruation Exercse ind bronchospasm Exfl d/t eryth 10-19 bdy Exfol d/t eryth <10% bdy Exophoria Exophthalmos NOS Exostosis, site NOS Exotropia NOS Explosive personality Explosives accident NEC Expressive language dis Expsure keratoconjunctiv Expulsive choroid hemorr Ext asthma w status asth Ext asthma w(acute) exac Ext hemorrhoid w/o compl Ext hemrrhoid w comp NEC Ext thrombos hemorrhoid External ophthalmoplegia Externl cause status NEC Externl cause status NOS Extradur hem-brief coma Extradural hem w/o coma Extradural hem-coma NOS Extradural hem-deep coma Extrapyramidal dis NEC Extrapyramidal dis NOS Extravasation of urine Extravasn vesicant NEC Extreme immat 1000-1249g Extreme immat 1250-1499g Extreme immat 1500-1749g Extreme immat 2000-2499g Extreme immatur 500-749g Extreme immatur 750-999g Extreme immatur <500g Extreme immatur wtNOS Extrinsic asthma NOS Exudative macular degen Eye anomaly NOS Eye disorder NOS Eye disorders NEC Eye movemnt disorder NOS Eye replacement NEC FB bladder & urethra FB entering oth orifice FB granuloma of muscle FB in conjunctival sac FB in intestine & colon FB left during procedure FB post heart catheter FB post-catheter removal FB respiratory tree NOS FB trach/bronch/lung NEC Face & neck injury Facial nerve dis NEC Facial nerve dis NOS Facial nerve inj-birth Facial weakness Factitious dis w symptom Fail introd/remove tube Failure in suture Failure to thrive-adult Failure to thrive-child Falciparum malaria Fall NEC Fall NOS Fall from bed Fall from building Fall from chair Fall from cliff Fall from commode Fall from furniture NEC Fall from ladder Fall from playgrnd equip Fall from roller skates Fall from scaffolding Fall from skateboard Fall from skis Fall from slipping NEC Fall from snowboard Fall from train-passengr Fall from train-pedest Fall from wheelchair Fall in sports Fall into other hole Fall on escalator Fall on sidewalk curb Fall on stair/step NEC Fall striking object NEC Fall striking sharp obj Fall-1 level to oth NEC Fall-nonmotor scooter Fam Mediterranean fever Fam hx MEN syndrome Fam hx digest disord NEC Fam hx genet dis carrier Fam hx sudden card death Fam hx-bladder malig Fam hx-blood disord NEC Fam hx-cardiovas dis NEC Fam hx-congen anomalies Fam hx-diabetes mellitus Fam hx-intrathoracic mal Fam hx-ischem heart dis Fam hx-kidney dis NEC Fam hx-lymph neoplas NEC Fam hx-neurolog dis NEC Fam hx-psychiatric cond Fam hx-urinry malig NEC Family circumstances NEC Family disruption NEC Family dsrpt-death membr Family dsrpt-estrangmemt Family health probl NEC Family hx colonic polyps Family hx-anemia Family hx-asthma Family hx-breast malig Family hx-condition NEC Family hx-deafness Family hx-gi malignancy Family hx-kidney malig Family hx-leukemia Family hx-malignancy NEC Family hx-malignancy NOS Family hx-stroke Fasciitis NOS Fat embolism Feb nonhemo transf react Febrile convulsions NOS Fecal impaction Feeding problem Felon Felty's syndrome Fem genital fistula NEC Fem genital symptoms NEC Fem genital symptoms NOS Fem pelv inflam dis NOS Fem pelvic periton adhes Fem stress incontinence Female gen inflam NOS Female genital disor NEC Female infertility NOS Femoral nerve lesion NEC Femoral vein phlebitis Fet growth ret 2500+g Fet growth ret 500-749g Fet growth ret 750-999g Fet growth retard <500g Fet grwth ret 1000-1249g Fet grwth ret 1250-1499g Fet grwth ret 1500-1749g Fet grwth ret 1750-1999g Fet grwth ret 2000-2499g Fetal abnorm NEC-antepar Fetal distrs dur lab/del Fetal/neonatal hepatitis Fetal/neonatal jaund NOS Fever NOS Fever in other diseases Fibromatoses NEC Finger injury NOS Fire accident NOS Fire in bldg-accid NEC Firearm accident NOS Fistula of bile duct Fistula of gallbladder Fit orthopedic devices Fit/adj perit dial cath Fit/adj vascular cathetr Fit/adjust device NEC Fit/adjust insulin pump Fitting urinary devices Flail chest Flat foot Flatul/eructat/gas pain Flccd hmiplg nondmnt sde Flccd hmiplga domnt side Flccd hmiplga unspf side Flu dt iden avian w pneu Flu w manifestation NEC Flu w resp manifest NEC Fluid overload NEC Flushing Fm hx endo/metab dis NEC Fm hx genital malig NEC Fm hx ovary malignancy Fm hx prostate malig Fm hx testis malig Fm hx-infect/parasit dis Fm hx-trach/bronchog mal Fmily dsrpt- divorce/sep Fnctnl urinary incontnce Folate-deficiency anemia Follicular cyst of ovary Food poisn d/t v. vulnif Food poisoning NOS Food/vomit pneumonitis Forearm deformity NEC Forearm deformity NOS Foreign bdy ext eye NEC Foreign bdy ext eye NOS Foreign bdy vulva/vagina Foreign body GI NOS Foreign body anus/rectum Foreign body bronchus Foreign body esophagus Foreign body granul-skin Foreign body in larynx Foreign body in nose Foreign body in pharynx Foreign body in stomach Foreign body in trachea Foreign body penis Foreign body trunk Fourth nerve palsy Fracture acetabulum-clos Fracture acetabulum-open Fracture calcaneus-close Fracture calcaneus-open Fracture five ribs-close Fracture four ribs-close Fracture ischium-closed Fracture of ilium-closed Fracture of ilium-open Fracture of pubis-closed Fracture of pubis-open Fracture of sternum-clos Fracture of sternum-open Fracture one rib-closed Fracture one rib-open Fracture patella-closed Fracture patella-open Fracture radius NOS-open Fracture rib NOS-closed Fracture rib NOS-open Fracture seven ribs-clos Fracture six ribs-closed Fracture three ribs-clos Fracture two ribs-closed Fracture ulna NOS-closed Fracture ulna NOS-open Fracture, cause NOS Fragile x syndrome Friedreich's ataxia Frontal lobe deficit Frontal lobe syndrome Frontotemp dementia NEC Frostbite NEC/NOS Frostbite of foot Frostbite of hand Ft/adj xtrcorp dial cath Ftng autmtc dfibrillator Ftng cardiac pacemaker Ftng oth cardiac device Full incontinence-feces Full-thicknes lac eyelid Fum/vapor bronc/pneumon Funct dis intestine NEC Function dis neutrophils Functional quadriplegia Furnit w/o sub fall Furniture acc w sub fall Fx 1st metacarp base-cl Fx 1st metacarp base-opn Fx alveolar bord mand-cl Fx anat neck humerus-opn Fx anatom nck humerus-cl Fx angle of jaw-closed Fx angle of jaw-open Fx ankle NOS-closed Fx ankle NOS-open Fx arms w rib/stern-open Fx arms w rib/sternum-cl Fx astragalus-closed Fx astragalus-open Fx base femoral nck-clos Fx bimalleolar-closed Fx bimalleolar-open Fx c1 vertebra-closed Fx c2 vertebra-closed Fx c3 vertebra-closed Fx c4 vertebra-closed Fx c5 vertebra-closed Fx c6 vertebra-closed Fx c7 vertebra-closed Fx capitate bone-closed Fx carpal bone NEC-close Fx carpal bone NEC-open Fx carpal bone NOS-close Fx cervical vert NOS-cl Fx clavic, acrom end-opn Fx clavicl, acrom end-cl Fx clavicl, stern end-cl Fx clavicle NOS-closed Fx clavicle NOS-open Fx clavicle shaft-closed Fx clavicle shaft-open Fx condyl proc mandib-cl Fx coron proc mandib-cl Fx coronoid proc ulna-cl Fx cuboid-closed Fx cuneiform, foot-clos Fx cuneiform, foot-open Fx dental mat w/o loss Fx dist phalanx, hand-cl Fx distal phal, hand-opn Fx distal radius NEC-cl Fx distal radius NEC-opn Fx distal ulna-closed Fx distal ulna-open Fx dorsal vertebra-close Fx dorsal vertebra-open Fx eight/more rib-closed Fx eight/more ribs-open Fx facial bone NEC-close Fx facial bone NEC-open Fx femoral condyle-close Fx femoral condyle-open Fx femur NOS-closed Fx femur NOS-open Fx femur intrcap NEC-opn Fx femur intrcaps NEC-cl Fx femur shaft-closed Fx femur shaft-open Fx femur, midcervic-clos Fx fibula NOS-closed Fx fibula shaft-open Fx foot bone NEC-closed Fx foot bone NEC-open Fx foot bone NOS-closed Fx gr tuberos humerus-cl Fx hamate bone-closed Fx hamate bone-open Fx humer, condyl NOS-cl Fx humer, condyl NOS-opn Fx humer, lat condyl-cl Fx humer, lat condyl-opn Fx humer, med condyl-cl Fx humerus NOS-closed Fx humerus NOS-open Fx humerus shaft-closed Fx humerus shaft-open Fx larynx/trachea-closed Fx larynx/trachea-open Fx lateral malleolus-cl Fx lateral malleolus-opn Fx legs w arm/rib-closed Fx legs w arm/rib-open Fx low end femur NEC-cl Fx low end femur NEC-opn Fx low end femur NOS-cl Fx low end femur NOS-opn Fx low femur epiphy-clos Fx low femur epiphy-open Fx low radius w ulna-cl Fx low radius w ulna-opn Fx lower humer NEC-open Fx lower humer NOS-open Fx lower humerus NEC-cl Fx lower humerus NOS-cl Fx lumbar vertebra-close Fx lumbar vertebra-open Fx lunate, wrist-closed Fx lunate, wrist-open Fx malar/maxillary-close Fx malar/maxillary-open Fx mandible body NEC-cl Fx mandible body NEC-opn Fx medial malleolus-clos Fx medial malleolus-open Fx metacarp base NEC-cl Fx metacarp base NEC-opn Fx metacarpal NOS-closed Fx metacarpal NOS-open Fx metacarpal neck-close Fx metacarpal neck-open Fx metacarpal shaft-clos Fx metacarpal shaft-open Fx metatarsal-closed Fx metatarsal-open Fx mid/prx phal, hand-cl Fx mid/prx phal, hand-op Fx mult cervical vert-cl Fx mult phalan, hand-cl Fx mult phalan, hand-opn Fx mult ribs NOS-closed Fx navicular, foot-clos Fx navicular, foot-open Fx navicular, wrist-clos Fx navicular, wrist-open Fx neck of femur NOS-cl Fx neck of femur NOS-opn Fx olecran proc ulna-cl Fx olecran proc ulna-opn Fx orbital floor-closed Fx orbital floor-open Fx phalanx, foot-closed Fx phalanx, foot-open Fx phalanx, hand NOS-cl Fx phalanx, hand NOS-opn Fx pisiform-closed Fx radius NOS-closed Fx radius head-closed Fx radius shaft-closed Fx radius shaft-open Fx radius w ulna NOS-cl Fx radius w ulna NOS-opn Fx ramus NOS-closed Fx ramus NOS-open Fx sacr-cl/cauda inj NEC Fx sacrum-cl/crd inj NOS Fx sacrum/coccyx-closed Fx scap, glen cav/nck-cl Fx scapul, acrom proc-cl Fx scapul, corac proc-cl Fx scapula NEC-closed Fx scapula NOS-closed Fx scapula NOS-open Fx shaft fib w tib-clos Fx shaft fibula-closed Fx shaft rad w ulna-clos Fx shaft rad w ulna-open Fx shaft tibia w fib-opn Fx shaft tibia-closed Fx surg nck humerus-clos Fx symphy mandib bdy-opn Fx symphy mandib body-cl Fx tibia NOS-closed Fx tibia NOS-open Fx tibia shaft-open Fx tibia w fib NOS-open Fx tibia w fibula NOS-cl Fx trapezium bone-closed Fx trapezoid bone-closed Fx trimalleolar-closed Fx trimalleolar-open Fx triquetral, wrist-cl Fx ulna shaft-closed Fx ulna shaft-open Fx up end humerus NOS-cl Fx up femur epiphy-clos Fx up radius NEC/NOS-cl Fx up radius w ulna-clos Fx up radius w ulna-open Fx up tibia w fibula-cl Fx up tibia w fibula-opn Fx up ulna NEC/NOS-open Fx upper end fibula-clos Fx upper end tibia-close Fx upper end tibia-open Fx upper humerus NEC-cl Fx upper humerus NEC-opn Fx upper humerus NOS-opn GI injury NEC-closed GI injury NEC-open GI mucositis (ulceratve) GI pathogen carrier NEC GI sites - kpsi's srcoma Gal&bil cal w/ac&ch w ob Gal&bil cal w/ac&chr w/o Gal&bil cal w/oth w/o ob Galactorrhea-nonobstet Gall&bil cal w/ac w obs Gall&bil cal w/ac w/o ob Gall&bil cal w/o ch w ob Gall&bil cal w/o cho w/o Gall&bil cal w/oth w obs Gallstone ileus Gang ventral hernia NEC Ganglion NOS Ganglion of joint Ganglion of tendon Gangr incisional hernia Gangr ventral hernia NOS Gangrene Gardening/landscaping Gas cylinder explosion Gas gangrene Gastric diverticulum Gastric/duodenal fistula Gastroduodenal dis NEC Gastroduodenal dis NOS Gastrointest hemorr NOS Gastrojejunal ulcer NOS Gastroparesis Gastrostomy comp - mech Gastrostomy comp NEC Gastrostomy comp NOS Gastrostomy infection Gastrostomy status Gb cholesterolosis Gen cnv epil w intr epil Gen cnv epil w/o intr ep Gen nonconv ep w intr ep Gen noncv ep w/o intr ep Gen osteoarthros-hand Gend iden dis,adol/adult General medical exam NEC General osteoarthrosis Generalizd hyperhidrosis Generalized anxiety dis Generalized pain Genetc sus mal neo brest Genetic anomaly leukocyt Genetic carrier stat NEC Genetic susc mal neo NEC Genetic suscept dis NEC Genetic torsion dystonia Geniculate herpes zoster Genital herpes NEC Genital herpes NOS Genital organ anom NEC Genital organ anom NOS Genital-skin fistul, fem Geographic tongue Gerstmn-Straus-Schnk syn Giant cell arteritis Giardiasis Gingiv/periodont dis NOS Glaucoma NEC Glaucoma NOS Glaucoma stage NOS Glaucoma w ocular trauma Glaucoma w systemic synd Glaucoma w vascular dis Glossitis Glossodynia Glossophar nerve dis NEC Glucocorticoid deficient Glutathione dis anemia Glycogenosis Glycosuria Goiter NOS Golf Gonadal dysgenesis Goodpasture's syndrome Gout NOS Gout w manifestation NEC Gouty arthropathy NOS Gouty tophi site NEC Graft-versus-host NOS Gram-neg septicemia NEC Gram-neg septicemia NOS Grand mal status Great vein anomaly NEC Great vein anomaly NOS Gross hematuria Group b streptoc carrier Gstr mcsl hyprt w hmrg Gstr mcsl hyprt w/o hmrg Gstr/ddnts NOS w hmrhg Gstr/ddnts NOS w/o hmrhg Gstrontest vesl anomaly Gu infection-antepartum Gu infection-delivered Gu infection-postpartum H simplex complicat NEC H simplex keratitis H simplex meningitis H zoster complicated NEC H zoster nerv syst NEC H zoster otitis externa H. influenae septicemia H. influenzae infect NOS H.influenzae pneumonia Hair diseases NEC Hairy-cell leukem abdom Hallucinations Hallucinog abuse-contin Hallucinog abuse-unspec Hallux valgus Hamartoses NEC Hand injury NOS Handgun accident Hard tiss dis teeth NOS Hb-S/Hb-C dis w crisis Hb-SS disease w crisis Hdgk dis unsp xtrndl org Head & neck symptoms NEC Head injury NOS Headache Headache syndrome NEC Hearing loss NEC Hearing loss NOS Heart chamber lacer-opn Heart chamber lacerat-cl Heart compl in del-deliv Heart contusion-closed Heart disease NOS Heart failure NOS Heart injury NOS-closed Heart injury NOS-open Heart laceration-closed Heart laceration-open Heart transplant status Heart valve replac NEC Heart valve transplant Heartburn Heat stroke & sunstroke Heavy-for-date infan NEC Hebephrenia-chronic Helicobacter pylori Hemangioma NEC Hemangioma NOS Hemangioma intra-abdom Hemangioma intracranial Hemangioma skin Hemarthrosis-ankle Hemarthrosis-forearm Hemarthrosis-jt NEC Hemarthrosis-l/leg Hemarthrosis-shlder Hemarthrosis-up/arm Hematemesis Hematoma complic proc Hematometra Hematuria NOS Hemivertebra Hemochromatos-rbc trans Hemochromatosis NEC Hemododialysis hypotensn Hemoglobinopathies NEC Hemoglobinuria Hemolytic hemoglobinuria Hemolytic uremic synd Hemopericardium Hemoperitoneum Hemophagocytic syndromes Hemophilus meningitis Hemophthalmos Hemoptysis NEC Hemoptysis NOS Hemorr choroid detachmnt Hemorrhage NOS Hemorrhage complic proc Hemorrhage from throat Hemorrhagic cond NOS Hemorrhoids NOS Hemrrhoid NOS w comp NEC Heparin-indu thrombocyto Hepatic encephalopathy Hepatic infarction Hepatitis A w/o coma Hepatitis A with coma Hepatitis B carrier Hepatitis C carrier Hepatitis NOS Hepatitis in viral dis Hepatomegaly Hepatopulmonary syndrome Hepatorenal syndrome Hered hemolytic anem NEC Hered hemolytic anem NOS Hered prog musc dystrphy Hered sensory neuropathy Hered spastic paraplegia Heredit elliptocytosis Heredit hemochromatosis Heredit hemorr telangiec Hereditary edema of legs Hereditary optic atrophy Hereditary spherocytosis Hernia NEC Hernia NOS Hernia, site NEC w gangr Hernia, site NEC w obstr Hernia, site NOS w obstr Herpes simplex NOS Herpes simplex eye NOS Herpes zoster NOS Herpes zoster meningitis Herpes zoster myelitis Herpes zoster of eye NEC Herpes zoster of eyelid Herpetic encephalitis Herpetic gingivostomat Herpetic infect of penis Herpetic septicemia Herpetic ulcer of vulva Heteronymous hemianopsia Hi grde myelodys syn les Hiccough Hidden penis Hidradenitis High head at term-deliv High vaginal lacer-deliv Hip & thigh injury NOS Hirschsprung's disease Hirsutism Histoplasm caps pneumon Histoplasma duboisii NEC Histoplasmosis NEC Histoplasmosis NOS History of tobacco use Histrionic person NOS Hit by train-pedestrian Hit by train-person NEC Hiv-2 infection oth dis Hodg lymph-histio mult Hodg nodul sclero mult Hodg nodul sclero thorax Hodgkins dis NOS head Hodgkins dis NOS mult Hodgkins dis NOS thorax Homicidal ideation Homonymous hemianopsia Hordeolum externum Hordeolum internum Hormone replace postmeno Hornet/wasp/bee sting Horseback riding Hot substance accid NEC Hot substance accid NOS Househld maintenance NEC Hpt B acte coma wo dlta Hpt B acte wo cm w dlta Hpt B acte wo cm wo dlta Hpt B chrn coma wo dlta Hpt B chrn wo cm w dlta Hpt B chrn wo cm wo dlta Hpt C acute w hepat Coma Hpt C acute wo hpat coma Hpt C w hepatic coma NOS Hpt C w/o hepat coma NOS Hpt E wo hepat Coma Hpt dlt wo b wo hpt coma Hrt dis postcardiac surg Htlv-1 infection oth dis Human bite - accidental Human bite - assault Human herpesvir 6 enceph Human herpesvirs inf NEC Human herpesvirus 6 infc Human herpesvr encph NEC Human immuno virus dis Human papillomavirus Hungry bone syndrome Hunting rifle accident Huntington's chorea Hx Methicln resist Staph Hx TIA/stroke w/o resid Hx antineoplastic chemo Hx benign neoplasm brain Hx diseases NEC Hx injury NEC Hx malig neoplasm NOS Hx malig neuroendo tumor Hx malig renal pelvis Hx of GI malignancy NEC Hx of GI malignancy NOS Hx of affective disorder Hx of alcoholism Hx of anaphylaxis Hx of bladder malignancy Hx of bone malignancy Hx of brain malignancy Hx of breast malignancy Hx of colonic malignancy Hx of emotional abuse Hx of eye malignancy Hx of gastric malignancy Hx of irradiation Hx of kidney malignancy Hx of leukemia NEC Hx of leukemia NOS Hx of liver malignancy Hx of lymphoid leukemia Hx of malignancy NEC Hx of myeloid leukemia Hx of ovarian malignancy Hx of past noncompliance Hx of physical abuse Hx of schizophrenia Hx of thyroid malignancy Hx of tongue malignancy Hx pathological fracture Hx pulmonary embolism Hx retained FB, rem Hx stress fracture Hx sudden cardiac arrest Hx surgery to organs NEC Hx systemc steroid thrpy Hx traumatc brain injury Hx traumatic fracture Hx-allergy NEC Hx-allergy insct/arachnd Hx-analgesic allergy Hx-anti-infect allergy Hx-antibiot allergy NEC Hx-blood diseases Hx-bronchogenic malignan Hx-cervical malignancy Hx-circulatory dis NEC Hx-circulatory dis NOS Hx-cong malform-eye,face Hx-cong malform-heart Hx-congenital malfor NEC Hx-cont/exps haz bdy fld Hx-contact/exposure lead Hx-contct/expos asbestos Hx-drug allergy NEC Hx-endocrine malign NEC Hx-esophageal malignancy Hx-female genit malg NEC Hx-health hazards NEC Hx-hodgkin's disease Hx-intrathoracic mal NEC Hx-laryngeal malignancy Hx-latex allergy Hx-lymphatic malign NEC Hx-lymphosarcoma Hx-major cardiovasc surg Hx-male genit malig NEC Hx-malig skin melanoma Hx-malign nerve syst NEC Hx-mental disorder NEC Hx-milk prod allergy Hx-narcotic allergy Hx-nose/ear/sinus malig Hx-oral/pharynx malg NEC Hx-other food allergy Hx-peanut allergy Hx-penicillin allergy Hx-prostatic malignancy Hx-radiogrphc dye allrgy Hx-rectal & anal malign Hx-resp org malignan NOS Hx-seafood allergy Hx-skin malignancy NEC Hx-sulfonamides allergy Hx-testicular malignancy Hx-thrombophlebitis Hx-tracheal malignancy Hx-urinary malignan NEC Hx-urinary malignan NOS Hx-uterus malignancy NEC Hx-ven thrombosis/embols Hy ht/kd NOS I-IV w/o hf Hy ht/kd NOS st V w/o hf Hy kid NOS w cr kid I-IV Hydrocele NEC Hydrocele NOS Hydronephrosis Hydrops fetalis no isoim Hydrops of gallbladder Hydroureter Hyp hrt dis NOS w/o hf Hyp ht dis NOS w ht fail Hyp ht/kd NOS I-IV w hf Hyp ht/kd NOS st V w hf Hyp kid NOS w cr kid V Hyperacusis Hyperaldosteronism NOS Hypercalcemia Hyperem w metab-antepart Hyperlipidemia NEC/NOS Hypernasality Hyperosmolality Hyperostosis of skull Hyperparathyroidism NEC Hyperparathyroidism NOS Hyperpigmentation lid Hyperpotassemia Hypersensit angiitis NEC Hypersensit angiitis NOS Hypersom w slp apnea NOS Hypersomnia NOS Hypersplenism Hypertens NOS-antepartum Hypertens NOS-del w p/p Hypertens NOS-postpartum Hypertens encephalopathy Hypertension NOS Hypertensive retinopathy Hypertonicity of bladder Hypertroph tongue papill Hypertrophy adenoids Hypertrophy of breast Hypertrophy of kidney Hypertrophy of uterus Hypertrophy tonsils Hypertrph nasal turbinat Hyperventilation Hyphema Hypocalcem/hypomagnes NB Hypocalcemia Hypochondriasis Hypogammaglobulinem NOS Hypoglycemia NOS Hypoglycemic coma Hypoparathyroidism Hypoplas left heart synd Hypopotassemia Hyposmolality Hypospadias Hypotension NEC Hypotension NOS Hypothermia Hypothrm-wo low env tmp Hypothyroidism NOS Hypovolemia Hypoxemia Hyprtrophc obst cardiomy Iatrogen CV infarc/hmrhg Iatrogen hypothyroid NEC Iatrogen pulm emb/infarc Iatrogenc hypotnsion NEC Iatrogenic pituitary dis Iatrogenic pneumothorax Iatrogenic thyroiditis Ice Skating Ice and snow Ice hockey Ichthyosis congenita Idio periph neurpthy NEC Idio periph neurpthy NOS Idio perph auto neur NEC Idio pulm hemosiderosis Idiopath pulmon fibrosis Idiopath sleep hypovent Idiopathic myocarditis Idiopathic osteoporosis Idiopathic scoliosis Ileostomy status Iliac artery aneurysm Iliac artery embolism Iliac thrombophlebitis Ill-define condition NEC Ill-defined eye dis NEC Ill-defined hrt dis NEC Immune mechanism dis NEC Immune mechanism dis NOS Immune thrombocyt purpra Immunity deficiency NOS Immunotherapy encounter Impacted cerumen Impaction intestine NEC Impaction intestine NOS Impair ren funct dis NEC Impaired fasting glucose Impaired oral glucse tol Impetigo Impotence, organic orign Impulse control dis NEC Impulse control dis NOS Impulsiveness Inadequate housing Incisional hernia Inclusion body myositis Incmplet bldder emptying Incompetnt cervix aff NB Incomptnce rectovag tiss Incontnce wo sensr aware Individ sports,athletics Inf ac dis encephalomyel Inf arthrit NOS-oth site Inf arthrit NOS-pelvis Inf arthritis NEC-unspec Inf arthritis NOS-shlder Inf mcr rst ot drg nt ml Inf mcr rst qn flr nt ml Inf mcrg rstn b-lactam Inf mcrg rstn oth ag mlt Inf mcrg rstn oth drg ml Inf mcrg rstn pncllins Infant diabet mother syn Infantile hemiplegia Infc mcrg drgrst mult Infc mcrg drgrst nt mult Infec otitis externa NOS Infect NOS-antepartum Infect dis NEC-antepart Infect dis NEC-del w p/p Infect dis NEC-delivered Infect dis NEC-postpart Infect fol infus/inj/vac Infect/parasite dis NOS Infected hydrocele Infected postop seroma Infection amputat stump Infection of kidney NOS Infectious diarrhea NOS Infectious enteritis NOS Infectious mononucleosis Infective myositis Infer disloc humerus-cl Infestation NEC Inflam dis, penis NEC Inflam disease of breast Inflam spondylopathy NOS Inflam/tox neuropthy NEC Inflamm polyarthrop NEC Inflamm polyarthrop NOS Inflammation eyelid NOS Inflammation of jaw Inflm cerv,vag,vulva NEC Influenza with pneumonia Infundib pulmon stenosis Ingrowing nail Iniencephaly Inj NEC caused by animal Inj abdominal vessel NEC Inj abdominal vessel NOS Inj anter tibial artery Inj brnch sup mesent art Inj celiac/mesen art NOS Inj cerv sympath nerve Inj common carotid arter Inj common femoral arter Inj cutan senso nerv/arm Inj deep plantar vessel Inj extern jugular vein Inj external carotid art Inj external genital NEC Inj head/neck vessel NEC Inj head/neck vessel NOS Inj hypogastric artery Inj infer vena cava NOS Inj innomin/subclav art Inj innomin/subclav vein Inj int mammary art/vein Inj intercostal art/vein Inj internal carotid art Inj internl jugular vein Inj mesenteric vess NEC Inj mlt head/neck vessel Inj mult abd/pelv vessel Inj mult nerve shldr/arm Inj nerve pelv/leg NOS Inj nerve root/plex NOS Inj nerve shldr/arm NEC Inj nerve shldr/arm NOS Inj optic nerv/path NOS Inj pelv org NEC-postpar Inj post tibial artery Inj posterior tib nerve Inj pulmonary vessel NOS Inj super mesenteric art Inj superf nerv head/nck Inj superfic femoral art Inj superior vena cava Inj thoracic vessel NOS Injuries to scalp NEC Injury abdominal aorta Injury abducens nerve Injury arm vessel NOS Injury arm vessels NEC Injury axillary artery Injury brachial vessels Injury cranial nerve NEC Injury digital nerve Injury femoral nerve Injury femoral vein Injury finger vessels Injury gastric artery Injury hepatic artery Injury hypoglossal nerve Injury iliac artery Injury iliac vein Injury leg vessel NOS Injury leg vessels NEC Injury median nerve Injury mlt site/site NEC Injury oculomotor nerve Injury of abdomen NEC Injury of chest wall NEC Injury palmar artery Injury peroneal nerve Injury popliteal artery Injury popliteal vein Injury portal vein Injury pulmonary artery Injury pulmonary vein Injury radial nerve Injury radial vessels Injury renal artery Injury renal vein Injury saphenous vein Injury splenic artery Injury splenic vein Injury thoracic aorta Injury tibial vessel NOS Injury to acoustic nerve Injury to facial nerve Injury to mult nerves Injury to nerve NEC Injury to nerve NOS Injury ulnar nerve Injury ulnar vessels Injury-NEC Injury-NOS Injury-burn, fire Injury-cut instrument Injury-extreme cold Injury-firearm NEC Injury-firearm/expl NOS Injury-handgun Injury-hanging Injury-jump NEC Injury-jump fm natur sit Injury-jump fm residence Injury-jump fm struc NEC Injury-motor veh crash Injury-moving object Injury-site NOS Injury-strang/suff NEC Injury-submersion Insect bite head Insect bite hip & leg Insect bite hip/leg-inf Insect bite shld/arm-inf Insect bite trunk Insomn w sleep apnea NOS Insomnia NOS Instantaneous death Instrmnt fail in surgery Instrmnt fail-catheteriz Instrmnt fail-perfus NEC Instrmnt fail-proced NEC Insulin pump status Int hemorrhoid w/o compl Int hemrrhoid w comp NEC Int inf clstrdium dfcile Int inf e coli entrhmrg Int inf norwalk virus Int inf oth grm neg bctr Int infec campylobacter Int thrombos hemorrhoid Intellect disability NOS Intermed coronary synd Intermit heterotrop NOS Intermitt explosive dis Internal inj NOS-closed Internal injury NOS-open Internucl ophthalmopleg Interrupt of aortic arch Interstitial emphysema Intertrochanteric fx-cl Intes infec adenovirus Intes infec rotavirus Intest malabsorption NEC Intest malabsorption NOS Intest postop nonabsorb Intestin TB NEC-histo dx Intestinal abscess Intestinal adhes w obstr Intestinal anomaly NEC Intestinal bypass status Intestinal disorder NOS Intestinal disorders NEC Intestinal endometriosis Intestinal fistula Intestinal fixation anom Intestinal obstruct NEC Intestinal obstruct NOS Intestinovesical fistula Intra-abdom inj NEC-clos Intra-abdom inj NEC-open Intra-abdom inj NOS-clos Intra-abdom inj NOS-open Intracerebral hemorrhage Intracranial abscess Intracranial hemorr NOS Intramural leiomyoma Intraspinal abscess Intrathorac inj NEC-open Intrathorac inj NOS-open Intrathoracic inj NEC-cl Intrauter death-deliver Intussusception Invers uterus-postpart Iodine hypothyroidism Iridocyclitis NOS Iris/ciliary dis NOS Iron defic anemia NEC Iron defic anemia NOS Irradiation cystitis Irreg sleep-wake rhy NOS Irregular menstruation Irritable bowel syndrome Ischemic optic neuropthy Isolated/spec phobia NEC Jaundice NOS Jaw disease NEC Jaw disease NOS Jaw pain Joint dis NEC-l/leg Joint dis NEC-pelvis Joint dis NOS-l/leg Joint dis NOS-unspec jt Joint effusion-ankle Joint effusion-forearm Joint effusion-hand Joint effusion-l/leg Joint effusion-mult jts Joint effusion-pelvis Joint effusion-shlder Joint effusion-up/arm Joint pain-ankle Joint pain-forearm Joint pain-hand Joint pain-l/leg Joint pain-mult jts Joint pain-pelvis Joint pain-shlder Joint pain-unspec Joint pain-up/arm Joint replaced hip Joint replaced knee Joint replaced shoulder Joint replaced wrist Joint symptom NEC-l/leg Joint symptom NEC-pelvis Jt contracture-ankle Jt contracture-forearm Jt contracture-hand Jt contracture-jt NEC Jt contracture-l/leg Jt contracture-mult jts Jt contracture-pelvis Jt contracture-unspec Jt contracture-up/arm Jt derangement NEC-ankle Jt derangement NEC-hand Jt derangement NOS-ankle Jt derangment NEC-oth jt Jt derangment NOS-pelvis Jt derangment NOS-shlder Jt stiffness NEC-hand Jt stiffness NEC-oth jt Jt stiffness NEC-unspec Juv osteochondros pelvis Juv osteochondros spine Juv osteochondrosis arm Juv osteochondrosis foot Juv osteochondrosis leg Juv rheum arthritis NOS K. pneumoniae pneumonia Kaposi's sarcoma NOS Keloid scar Keratitis NEC Keratitis NOS Keratoderma, acquired Kidney anomaly NEC Kidney disruption-closed Kidney disruption-open Kidney hematoma-closed Kidney hematoma-open Kidney injury NOS-closed Kidney injury NOS-open Kidney laceration-closed Kidney laceration-open Kidney transplant status Klebsiella pneumoniae Klinefelter's syndrome Klippel-feil syndrome Knife/sword/dagger acc Kugelberg-welander dis Kwashiorkor Kyphosis NEC Kyphosis NOS Kyphosis in oth dis Labyrinthitis NOS Lac eyelid inv lacrm pas Lac eyelid skn/perioculr Lacer of cervix-postpart Lacerat of cervix-deliv Lack norm physio dev NOS Lack of adequate sleep Lack of coordination Lack of housing Lacrimal syst dis NOS Lagophthalmos NOS Lap surg convert to open Large cell lymph multip Large cell lymph xtrndl Large cell lymphoma head Laryngeal cellulitis Laryngeal spasm Laryngeal web Laryngotrach anomaly NEC Lat popliteal nerve les Late ef CV dis dysphagia Late ef CV dis-cognf def Late ef-hemiplga non-dom Late ef-hemplga dom side Late ef-hemplga side NOS Late ef-mplga up lmb NOS Late ef-mplga up lmb dom Late ef-spch/lang df NEC Late ef-spch/lng def NOS Late eff CV dis-aphasia Late eff CV dis-apraxia Late eff CV dis-dysphsia Late eff CV-dysarthria Late eff CV-fluency dis Late eff acc poisoning Late eff accident NEC Late eff accident NOS Late eff accidental fall Late eff bone & joint TB Late eff burn extrem NEC Late eff cert ext cause Late eff cns abscess Late eff complic trauma Late eff drug poisoning Late eff environment acc Late eff exter cause NEC Late eff femoral neck fx Late eff fire acc Late eff head/neck burn Late eff infect dis NEC Late eff inj periph vess Late eff inj-undet circ Late eff int inj abdomen Late eff int injur chest Late eff int injury NEC Late eff motor vehic acc Late eff of self-injury Late eff open wnd extrem Late eff spinal cord inj Late eff spine/trunk fx Late eff surg/med compl Late eff transport acc Late eff traumat amputat Late eff viral encephal Late eff-legal intervent Late effct cmplcatn preg Late effec skull/face fx Late effect CV dis NEC Late effect CV dis NOS Late effect acute polio Late effect arm fx Late effect assault Late effect dislocation Late effect fracture NEC Late effect injury NOS Late effect leg fx Late effect of burns NEC Late effect of contusion Late effect of crushing Late effect of radiation Late effect tb, resp/NOS Late effect, terrorism Late metab acidosis NB Late syphilis NOS Late syphilis latent Latent nystagmus Latent syphilis NOS Lateral epicondylitis Laxity of ligament Lcl inf dt cen ven cth Left bb block NEC Left bb hemiblock Left heart failure Leg ab w compl NEC-comp Leg ab w pelv damag-comp Leg abor w pelv inf-comp Leg varicosity w inflam Leg varicosity w ulcer Legal abor w hemorr-comp Legal abort uncompl-comp Legal abort uncompl-unsp Legal abort w hemorr-inc Legal abort w shock-comp Legal blindness-usa def Legal circumstances Legal intervent-firearm Legal intervention NEC Legal intervention NOS Legionnaires' disease Leishmaniasis NOS Lens prosthesis malfunc Lens replacement NEC Leprosy NOS Letterer-siwe dis thorax Leuk NOS w/o achv rmsn Leukemia NOS w remission Leukemoid reaction Leukocytopenia NOS Leukocytosis NOS Leukodystrophy Leukoplakia oral mucosa Lftsded ulcertve colitis Lichen NOS Lichen planus Lichenification Lifting machine accident Light-for-dates <500g Lipidoses Lipodystrophy Lipoid metabol dis NEC Lipoid metabol dis NOS Lipoma NEC Lipoma NOS Lipoma intra-abdominal Lipoma intrathoracic Lipoma skin NEC Lipoma skin face Lipoma spermatic cord Lipoprotein deficiencies Listeriosis Liver disorder NOS Liver disorders NEC Liver donor Liver hematom/contus-opn Liver hematoma/contusion Liver injury NEC-closed Liver injury NEC-open Liver injury NOS-closed Liver lacerat unspcf cls Liver lacerat unspcf opn Liver lacerat, major-opn Liver lacerat, minor-opn Liver lacerat, mod-open Liver laceration, major Liver laceration, minor Liver laceration, mod Liver transplant status Liver/bil trct disr-ante Liver/bil trct disr-del Lk rtctl unsp xtrndl org Lng use antiplte/thrmbtc Loc osteoart NOS-forearm Loc osteoarth NOS-ankle Loc osteoarth NOS-hand Loc osteoarth NOS-l/leg Loc osteoarth NOS-pelvis Loc osteoarth NOS-shlder Loc osteoarth NOS-unspec Loc prim osteoart-l/leg Loc prim osteoart-pelvis Local skin infection NEC Local skin infection NOS Local suprficial swellng Localized adiposity Locked-in state Long QT syndrome Long-term anti-inflamtry Long-term use antibiotic Long-term use anticoagul Long-term use meds NEC Long-term use of aspirin Long-term use of insulin Long-term use steroids Longitud defic arm NEC Longitud defic phalanges Longitud defic radius Longitudin defic fibula Loose body in knee Loose body-pelvis Lordosis NEC Loss control mv acc-driv Loss control mv acc-psgr Loss control mv-mcyc psg Loss control mv-mocycl Loss control mv-pers NOS Loss of teeth d/t trauma Loss teeth d/t peri dis Low blood press reading Low grde myelody syn les Low tension glaucoma Low vision, one eye Lower extremity aneurysm Lower extremity embolism Lower leg injury NOS Lower limb anomaly NEC Lower limb anomaly NOS Lower urin calcul NOS Lt ef oth paral side NOS Lt ef oth parals non-dom Lt ef oth parals-bilat Lt eff intracranial inj Lt eff nerv inj pelv/leg Lt eff nerv inj shld/arm Lt eff opn wnd head/trnk Lt-date w/mal 1500-1749g Lt-date w/mal 2000-2499g Lt-for-dates 1000-1249g Lt-for-dates 1250-1499g Lt-for-dates 1500-1749g Lt-for-dates 1750-1999g Lt-for-dates 2000-2499g Lt-for-dates 2500+g Lt-for-dates 500-749g Lt-for-dates 750-999g Lte ef-mplga low lmb NOS Lte efct advrs efct drug Lumb disc dis w myelopat Lumb/lumbosac disc degen Lumbago Lumbar disc displacement Lumbar puncture reaction Lumbosacr spondylolysis Lumbosacral neuritis NOS Lumbosacral plex injury Lumbosacral spondylosis Lump or mass in breast Lung - kaposi's sarcoma Lung anomaly NEC Lung anomaly NOS Lung contusion-closed Lung contusion-open Lung injury NOS-closed Lung injury NOS-open Lung involv in oth dis Lung laceration-closed Lung laceration-open Lung transplant status Lupus erythematosus Lym nds - kpsi's sarcoma Lyme disease Lymph/hematpoitc tis NEC Lymphadenitis NOS Lymphangioleiomyomatosis Lymphangioma, any site Lymphangitis Lymphocytic choriomening Lymphocytopenia Lymphocytosis-symptomatc Lymphomas NEC abdom Lymphomas NEC head Lymphomas NEC inguin Lymphomas NEC mult Lymphomas NEC spleen Lymphomas NEC thorax Lymphosarcoma head Lymphosarcoma mult Lymphsrc unsp xtrndl org MRSA elsewhere/NOS MRSA septicemia Machine accid-agricult Machine dependence NEC Machine dependence NOS Machinery accident NEC Macrodactylia (fingers) Macroglobulinemia Macrostomia Macular degeneration NOS Maj puer inf NOS-del p/p Major osseous defects Major puerp inf NOS-p/p Mal carcinoid bronc/lung Mal carcnoid foregut NOS Mal crcnd prim site unkn Mal hy ht/kd I-IV w/o hf Mal hy kid w cr kid I-IV Mal hyp ht dis w/o hf Mal hyp ht/kd I-IV w hf Mal hyp ht/kd stg V w hf Mal hyp kid w cr kid V Mal hypert hrt dis w hf Mal melanom face NEC/NOS Mal melanoma scalp/neck Mal neo GI tract ill-def Mal neo access sinus NEC Mal neo access sinus NOS Mal neo adnexa NEC Mal neo ampulla of vater Mal neo ant 2/3 tongue Mal neo ant epiglottis Mal neo ant floor mouth Mal neo ant mediastinum Mal neo bladder neck Mal neo bladder-anterior Mal neo bladder-dome Mal neo bladder-lateral Mal neo bladder-post Mal neo bladder-trigone Mal neo brain stem Mal neo breast low-inner Mal neo breast low-outer Mal neo breast up-outer Mal neo bronch/lung NEC Mal neo bronch/lung NOS Mal neo carotid body Mal neo cartilage larynx Mal neo cereb ventricle Mal neo cerebellum NOS Mal neo cerebral mening Mal neo cervical esophag Mal neo cervix uteri NOS Mal neo cheek mucosa Mal neo cranial nerves Mal neo descend colon Mal neo esophagus NEC Mal neo esophagus NOS Mal neo ethmoidal sinus Mal neo extrahepat ducts Mal neo fallopian tube Mal neo female genit NEC Mal neo gi/intra-abd NEC Mal neo head/face/neck Mal neo hepatic flexure Mal neo hypopharynx NEC Mal neo hypopharynx NOS Mal neo intrahepat ducts Mal neo islet langerhans Mal neo lip/vermil NOS Mal neo liver, primary Mal neo long bones leg Mal neo lower 3rd esoph Mal neo lower lobe lung Mal neo lower vermilion Mal neo lymph intra-abd Mal neo lymph node NOS Mal neo lymph node-mult Mal neo lymph-axilla/arm Mal neo lymph-head/neck Mal neo lymph-inguin/leg Mal neo lymph-intrapelv Mal neo lymph-intrathor Mal neo male breast NEC Mal neo maxillary sinus Mal neo mediastinum NEC Mal neo mediastinum NOS Mal neo middle 3rd esoph Mal neo middle lobe lung Mal neo mouth floor NEC Mal neo mouth floor NOS Mal neo nasopharynx NEC Mal neo nasopharynx NOS Mal neo occipital lobe Mal neo oral/pharynx NEC Mal neo oropharynx NEC Mal neo pancreas body Mal neo pancreas head Mal neo pancreas tail Mal neo pancreatic duct Mal neo parietal lobe Mal neo parietal pleura Mal neo peritoneum NEC Mal neo peritoneum NOS Mal neo pharynx NOS Mal neo post mediastinum Mal neo post nasopharynx Mal neo post oropharynx Mal neo pyloric antrum Mal neo pyriform sinus Mal neo rectosigmoid jct Mal neo rectum/anus NEC Mal neo retroperitoneum Mal neo ribs/stern/clav Mal neo salivary NOS Mal neo sigmoid colon Mal neo skull/face bone Mal neo small bowel NEC Mal neo small bowel NOS Mal neo soft tis abdomen Mal neo soft tis pelvis Mal neo soft tis thorax Mal neo soft tissue NEC Mal neo soft tissue arm Mal neo soft tissue head Mal neo soft tissue leg Mal neo spinal cord Mal neo splenic flexure Mal neo stom great curv Mal neo stom lesser curv Mal neo stomach body Mal neo stomach cardia Mal neo stomach fundus Mal neo temporal lobe Mal neo thoracic esophag Mal neo tongue base Mal neo tonsillar fossa Mal neo transverse colon Mal neo upper 3rd esoph Mal neo upper lobe lung Mal neo upper vermilion Mal neo urinary NEC Mal neopl trunk NOS Mal renovasc hypertens Malaise and fatigue NEC Malaria NEC Malaria NOS Malaria complicated NEC Malayan filariasis Male gen inflam dis NEC Male gen vascul dis NEC Male genital dis NEC Male genital dis NOS Malfun neuro device/graf Malfunc card dev/grf NEC Malfunc cardiac pacemake Malfunc coron bypass grf Malfunc gu dev/graft NEC Malfunc oth device/graft Malfunc prosth hrt valve Malfunc urethral cath Malfunc vasc device/graf Malig carcinoid ileum Malig carcinoid oth site Malig carcinoid rectum Malig melanoma arm Malig melanoma leg Malig melanoma lip Malig melanoma skin NEC Malig melanoma skin NOS Malig melanoma trunk Malig neo abdomen Malig neo ascend colon Malig neo biliary NEC Malig neo biliary NOS Malig neo bladder NEC Malig neo bladder NOS Malig neo brain NEC Malig neo brain NOS Malig neo cervix NEC Malig neo corpus uteri Malig neo disseminated Malig neo endocervix Malig neo frontal lobe Malig neo gallbladder Malig neo gum NOS Malig neo hard palate Malig neo lower gum Malig neo main bronchus Malig neo oropharynx NOS Malig neo pancreas NEC Malig neo pancreas NOS Malig neo parathyroid Malig neo parotid Malig neo penis NOS Malig neo pituitary Malig neo renal pelvis Malig neo site NEC Malig neo soft palate Malig neo subglottis Malig neo supraglottis Malig neo testis NEC Malig neo tongue NEC Malig neo tongue NOS Malig neo upper gum Malig neo vertebrae Malig neopl anal canal Malig neopl kidney Malig neopl pleura NEC Malig neopl pleura NOS Malig neopl stomach NEC Malig neopl stomach NOS Malig neopl uterus NOS Malig neoplasm mouth NEC Malig neuroendo ca NOS Malign neopl adrenal Malign neopl breast NEC Malign neopl breast NOS Malign neopl cerebrum Malign neopl choroid Malign neopl ovary Malign neopl pelvis Malign neopl prostate Malign neopl retina Malign neopl thorax Malign neopl thyroid Malign neopl ureter Malign neopl urethra Malign neopl vagina Malign neopl vallecula Malign neopl vulva NOS Malignant ascites Malignant hypertension Malignant hyperthermia Malignant neo anus NOS Malignant neo appendix Malignant neo colon NEC Malignant neo colon NOS Malignant neo glottis Malignant neo larynx NEC Malignant neo larynx NOS Malignant neo liver NOS Malignant neo palate NOS Malignant neo pylorus Malignant neo trachea Malignant neopl duodenum Malignant neopl heart Malignant neopl jejunum Malignant neopl rectum Malignant neopl thymus Malignant neopl tonsil Malignant neoplasm NOS Malignant neoplasm cecum Malignant neoplasm ileum Malignant otitis externa Malignant pleural effusn Mallory-weiss syndrome Malnutrition mild degree Malnutrition mod degree Malocclusion NOS Malpos/dispro NEC aff NB Malposition of heart Malunion of fracture Mammographic microcalcif Mandible fx NOS-closed Mandible fx NOS-open Mantle cell lym xtrrndl Mantle cell lymph multip Mantle cell lymph spleen Mantle cell lymph thorax Marfan syndrome Margin zone lym abdom Margin zone lymph spleen Margnl zone lym xtrndl Mastodynia Mastoiditis NOS Mat anesth/analg aff NB Mat anticonv aff NB/fet Mat cocaine aff NB/fet Matern compl NEC aff NB Matern hyperten aff NB Matern hypoten syn-deliv Matern narc aff NB/fetus Matern urine dis aff NB Maternal DES af NB/fetus Maternal cond NEC aff NB Maternal infec aff NB Mch cmp autm mplnt dfbrl Mech com orth dev NEC Mech com pros jt implant Mech comp esophagostomy Mech comp respirator Mech loosening pros jt Meckel's diverticulum Meconium asp w resp symp Meconium dur del aff NB Meconium obstruction Meconium staining Med exam NEC-admin purp Median nerve lesion NEC Mediastinitis Mediastinum disease NEC Medical misadventure NEC Medical misadventure NOS Medullary sponge kidney Megacolon NEC Megaloblastic anemia NEC Membranoprolif nephr NOS Membranoprolif nephrosis Membranous nephritis NOS Memory loss Meniere's disease NOS Mening in oth bact dis Mening in oth viral dis Meningismus Meningitis NOS Meningitis oth spcf bact Meningococc pericarditis Meningococcal meningitis Meningococcemia Menopausal disorder NEC Menopausal disorder NOS Menstrual disorder NEC Menstrual disorder NOS Mental dis-deliv w p/p Mental disor NEC oth dis Mental disor NOS oth dis Mental disorder-antepart Mental disorder-deliver Mental disorder-postpart Meralgia paresthetica Merkel cell ca-oth sites Metabolic cardiomyopathy Metabolic encephalopathy Metabolism disorder NEC Metabolism disorder NOS Metalworking machine acc Metatarsus varus Meth res pneu d/t Staph Meth resis Staph carrier Meth sus pneum d/t Staph Meth susc Staph aur sept Meth susc Staph carrier Methemoglobinemia Metrorrhagia Mgkrycyt leuk in relapse Mgrn NOS w ntrc w st mgr Mgrn unsp w ntrc mgr std Mgrn w aura wo ntrc mgrn Microcephalus Microgenia Microglossia Microscopic hematuria Microtia Migrne unsp wo ntrc mgrn Mild cognitive impairemt Mild dysplasia of cervix Mild hyperemesis-antepar Mild intellect disabilty Mild nonprolf db retnoph Mild/NOS preeclamp-antep Mild/NOS preeclamp-deliv Mild/NOS preeclamp-p/p Mild/mod birth asphyxia Miliary TB NEC-unspec Miliary TB NOS-cult dx Miliary TB NOS-histo dx Miliary TB NOS-oth test Miliary TB NOS-unspec Mineral deficiency NEC Mineralcorticoid defcnt Miosis not d/t miotics Missed abortion Mitr/aortic mult involv Mitral insuf/aort stenos Mitral stenos/aort insuf Mitral stenosis Mitral stenosis w insuff Mitral valve dis NEC/NOS Mitral valve disorder Mitral/aortic stenosis Mitral/aortic v dis NOS Mitral/aortic val insuff Mixed acid-base bal dis Mixed hearing loss,bilat Mixed hearing loss,unilt Mixed hyperlipidemia Mixed incontinence Mlg mast unsp xtrndl org Mlt opn wnd shldr w tend Mningts gram-neg bct NEC Mnplg upr lmb nondmnt sd Mod intellect disability Mod nonprolf db retinoph Molluscum contagiosum Monoarthritis NOS-l/leg Monoclon paraproteinemia Monocytosis-symptomatic Mononeuritis NOS Mononeuritis arm NEC Mononeuritis arm NOS Mononeuritis leg NOS Mononeuritis multiplex Monoplegia NOS Monplga lwr lmb dmnt sde Monplga lwr lmb unsp sde Monplga upr lmb dmnt sde Monplga upr lmb unsp sde Monteggia's fx-closed Monteggia's fx-open Mood disorder other dis Morbid obesity Mouth anomaly NEC Moyamoya disease Mth sus Stph aur els/NOS Mucopur conjunctivit NEC Mucosits d/t antineo rx Mult congen anomal NEC Mult cranial nerve palsy Mult crushing injury arm Mult endo neoplas type I Mult fx mandible-closed Mult fx mandible-open Mult fx metacarpus-close Mult fx metacarpus-open Mult gest malpres-deliv Mult mye w/o achv rmson Mult myelm w remission Mult myeloma in relapse Mult opn wnd should-comp Mult pregnancy aff NB Multiple contusion arm Multiple contusion trunk Multiple contusions NEC Multiple fx hand-closed Multiple fx hand-open Multiple sclerosis Multisystem toxoplasmos Musc disuse atrophy NEC Muscle disorders NEC Muscle weakness-general Muscle/ligament dis NEC Muscle/ligament dis NOS Muscskel sympt limb NEC Musculoskel anom NEC/NOS Mv acc board/alight-driv Mv acc board/alight-psgr Mv board/alight-pers NEC Mv coll NOS-mcycl psngr Mv coll NOS-ped cycl Mv coll w obj-ped cycl Mv coll w oth obj-driver Mv coll w oth obj-mocycl Mv coll w oth obj-pasngr Mv coll w ped-anim rid Mv coll w ped-ped cycl Mv coll w pedest-driver Mv coll w pedest-motcycl Mv coll w pedest-pasngr Mv coll w pedest-pedest Mv collis NOS-motorcycl Mv collis NOS-pers NOS Mv collision NOS-driver Mv collision NOS-pasngr Mv collision NOS-pedest Mv n-traf acc NEC-mocycl Mv n-traff NEC-pedest Mv n-traff NEC-pers NEC Mv n-traff NEC/NOS-psgr Mv n-traff acc NEC-driv Mv traff acc NEC-driver Mv traff acc NEC-mocycl Mv traff acc NEC-pasngr Mv traff acc NEC-pedest Mv traff acc-pers NEC Mv traff acc-pers NOS Mv-oth veh coll-driver Mv-oth veh coll-mcyc psg Mv-oth veh coll-motcycl Mv-oth veh coll-pasngr Mv-oth veh coll-ped cycl Mv-oth veh coll-pers NEC Myalgia and myositis NOS Myasthenia in oth dis Myasthna gravs w ac exac Mycobacterial dis NEC Mycobacterial dis NOS Mycoses NEC & NOS Mycosis fungoides abdom Mycosis fungoides head Mycosis fungoides mult Mycosis fungoides thorax Mycotic corneal ulcer Mycotic mycetomas Mycs fng unsp xtrndl org Mydriasis not d/t mydrtc Myelitis cause NEC Myelodysplastic synd NOS Myelodyspls syn w 5q del Myelofi w myelo metaplas Myelofibrosis Myelopathy NEC Myelopathy in oth dis Myelophthisis Myl sarcoma wo achv rmsn Myocardial degeneration Myocarditis NOS Myoclonus Myogenic ptosis Myoglobinuria Myoneural disorders NEC Myoneural disorders NOS Myopathies NEC Myopathy NOS Myopathy in endocrin dis Myopia Myotonia congenita Myotonic musclr dystrphy Mysthna grvs w/o ac exac N-traf board/alight-driv N-traf board/alight-psgr N-traf brd/alight-mocycl N-traf brd/alit-pers NEC N-traf brd/alit-pers NOS NB GI hemorrhage NB acidosis NEC NB asp w resp symp NEC NB atelectasis NEC/NOS NB cardiac arrest NB cereb irrit NEC/NOS NB cold injury syndrome NB cutaneous hemorrhage NB drug withdrawal syndr NB fetal blood loss NEC NB hemolyt dis-abo isoim NB hemolyt dis-isoim NEC NB hemolyt dis:rh isoimm NB hemorrhagic disease NB hypothermia NEC NB hypoxia NB integument cond NEC NB integument cond NOS NB interstit emphysema NB intraven hem NOS NB intraven hem,grade i NB intraven hem,grade ii NB intraven hem,grade iv NB intravn hem,grade iii NB obs genetc/metabl cnd NB obsrv oth suspct cond NB obsrv suspct infect NB obsrv suspct neurlgcl NB pulmonary hemorrhage NB respiratory arrest NB respiratory cond NOS NB septicemia [sepsis] NB subarachnoid hemorr NB temp regulat dis NEC NB transitory tachypnea NB urinary tract infectn Nail anomalies NEC Narcissistic personality Narclpsy w/o cat oth dis Narcolepsy w cataplexy Narcolepsy w/o cataplexy Nasal & sinus dis NEC Nasal bone fx-closed Nasal bone fx-open Nasal mucositis (ulcer) Nasal polyp NOS Nasal sinus polyp NEC Nausea alone Nausea with vomiting Nd other specf vacnation Nd vac hmophlus inflnz b Nd vac strp pnumn/inflnz Nd vac strptcs pneumni b Ndlr lym unsp xtrndl org Ndr sclr unsp xtrndl org Necrosis of artery Necrotizing fasciitis Need prphyl vc vrl hepat Neonat diabetes mellitus Neonat endo/met dis NEC Neonat jaund in oth dis Neonat jaund preterm del Neonatal bradycardia Neonatal candida infect Neonatal conjunctivitis Neonatal dehydration Neonatal hemorrhage NEC Neonatal hypoglycemia Neonatal nasolacrml obst Neonatal neutropenia Neonatal tachycardia Neonatal thrombocytopen Neonatal thyrotoxicosis Neoplasm other sites NOS Neoplasm related pain Nephritis NEC Nephritis NOS Nephritis NOS in oth dis Nephrogen diabetes insip Nephrotic syn in oth dis Nephrotic syn, prolifer Nephrotic syndrome NEC Nephrotic syndrome NOS Nerve/musculskel sym NEC Nervous syst complc NOS Nervous system anom NEC Nervous system anom NOS Neural hearng loss,bilat Neuralgia/neuritis NOS Neurofibromatosis NOS Neurofibromatosis typ II Neurofibromatosis type I Neurogenic bladder Neurogenic bladder NOS Neurogenic bowel Neurohypophysis dis NEC Neuroleptic malgnt synd Neurologic neglect syndr Neuromyelitis optica Neuropathy due to drugs Neuropathy in diabetes Neuropathy in malig dis Neuropathy in other dis Neurosyphilis NOS Neurpthy in col vasc dis Neurpthy toxic agent NEC Neutropenia NEC Neutropenia NOS Neutropenia d/t infectn Nevus, non-neoplastic No family able to care No med facilities NEC No proc for reasons NEC No proc/contraindication No proc/patient decision No vaccin-caregiv refuse No vaccination-pt refuse Nocturia Nod prostate w ur obst Nod prostate w/o ur obst Nodular lymphoma abdom Nodular lymphoma head Nodular lymphoma inguin Nodular lymphoma mult Nodular lymphoma pelvic Non-healing surgcl wound Nonauto hem anemia NOS Noncmplnt w renal dialys Nonexudat macular degen Noninf gastroenterit NEC Noninfect dis pinna NEC Noninfect lymph dis NEC Noninfect vag leukorrhea Noninfl dis ova/adnx NEC Noninfl dis ova/adnx NOS Noninflam dis vagina NEC Noninflam dis vulva NEC Noninflam dis vulva NOS Nonorganic sleep dis NEC Nonprolf db retnoph NOS Nonpsychot brain syn NOS Nonpsychotic disord NOS Nonpyogen thrombos sinus Nonpyogenic meningitis Nonrheum tricusp val dis Nonrupt cerebral aneurym Nonsp abn fd-bilry tract Nonsp abn fd-skull/head Nonsp abn find-body NEC Nonsp abn find-gi tract Nonsp abn find-gu organs Nonsp abn find-ms system Nonsp abn fnd-abdom area Nonsp abn intrathor NEC Nonsp positive cult NEC Nonsp rea gma interferon Nonsp rea skn test wo tb Nonspecif skin erupt NEC Nonsupp otitis media NOS Nonteratogenic anom NEC Nontox multinodul goiter Nontox nodul goiter NOS Nontox uninodular goiter Nontraum comp syn-low ex Nontraum comp syn-up ext Nontraum extradural hem Nontraum muscle rupture Nontrauma comp syn-abd Nontrauma hema soft tiss Nonunion of fracture Nonvenom arthropod bite Norml pressure hydroceph Nose anomaly NEC Nox sub NEC aff NB/fetus Nox sub NOS aff NB/fetus Nutrition deficiency NEC Nutrition deficiency NOS Nutrition optc neuropthy Nutritional anemia NEC Nutritional marasmus Nystagmus NEC Nystagmus NOS Ob inj pelv org NEC-del Ob pyemic embol-antepart Ob surg comp NEC-postpar Ob surg compl-del w p/p Ob trauma NEC-del w p/p Obesity NOS Obesity hypovent synd Obesity-antepartum Obesity-postpartum Obj w-w/o sub fall NEC Objective tinnitus Obs chr bronc w ac bronc Obs chr bronc w(ac) exac Obs dfct ren plv&urt NOS Observ-accident NEC Observ-inflicted inj NEC Obsessive-compulsive dis Obsrv NB suspc resp cond Obst chr bronc w/o exac Obst def ren plv&urt NEC Obstetric shock-deliver Obstetric shock-postpart Obstr incisional hernia Obstr ventral hernia NEC Obstr ventral hernia NOS Obstruc/fet malpos-deliv Obstruct heart anom NEC Obstruction gallbladder Obstruction of bile duct Obstructiv hydrocephalus Obstructive sleep apnea Ocl art NOS w infrct Ocl bslr art w infrct Ocl bslr art wo infrct Ocl crtd art w infrct Ocl crtd art wo infrct Ocl mlt bi art w infrct Ocl mlt bi art wo infrct Ocl spcf art w infrct Ocl spcf art wo infrct Ocl vrtb art w infrct Ocl vrtb art wo infrct Ocular lac w/o prolapse Ocular lacera w prolapse Oil/essence pneumonitis Old FB in soft tissue Old detachment, partial Old detachment, total Old disrupt post cruciat Old hyperten NEC-postpar Old myocardial infarct Olecranon bursitis Oligohydramnios aff NB Oligohydramnios-deliver Oliguria & anuria Omphalitis of newborn Onychia of finger Onychia of toe Op skl base fx-deep coma Op skl base fx-prol coma Op skl base fx/cereb lac Op skl base fx/menin hem Op subarach hem-brf coma Op subarach hem-coma NOS Op subarach hem-deep com Open skull base fracture Open skull fracture NEC Open subdur hem w/o coma Open wnd face NEC-compl Open wnd face NOS-compl Open wnd finger w tendon Open wnd forearm w tendn Open wnd forehead-compl Open wnd head NEC-compl Open wnd hip/thigh-compl Open wnd knee/leg-compl Open wnd knee/leg/ankle Open wnd nas sinus-compl Open wnd nose NOS-compl Open wnd trunk NEC-compl Open wnd up arm w tendon Open wnd upper arm-compl Open wound arm mult/NOS Open wound axilla-compl Open wound back-compl Open wound breast-compl Open wound buccal mucosa Open wound cheek-compl Open wound chest-compl Open wound elbow-complic Open wound finger-compl Open wound foot w tendon Open wound foot-compl Open wound forearm-compl Open wound hand w tendon Open wound jaw-complicat Open wound larynx-compl Open wound lip-complicat Open wound nasal cavity Open wound nasal septum Open wound nasal sinus Open wound of auricle Open wound of axilla Open wound of back Open wound of breast Open wound of buttock Open wound of cheek Open wound of chest Open wound of cochlea Open wound of ear NEC Open wound of ear NOS Open wound of ear drum Open wound of elbow Open wound of face NEC Open wound of face NOS Open wound of finger Open wound of foot Open wound of forearm Open wound of forehead Open wound of hand Open wound of head NEC Open wound of hip/thigh Open wound of jaw Open wound of leg NEC Open wound of lip Open wound of mouth NOS Open wound of neck NEC Open wound of nose NOS Open wound of palate Open wound of penis Open wound of pharynx Open wound of scalp Open wound of scapula Open wound of shoulder Open wound of toe Open wound of trachea Open wound of trunk NEC Open wound of upper arm Open wound of vagina Open wound of wrist Open wound pharynx-compl Open wound scalp-compl Open wound site NOS Open wound thyroid gland Open wound tongue-compl Open wound trachea-compl Open wound vagina-compl Open wound vulva-compl Open wound wrist-complic Open-angle glaucoma NOS Opioid abuse-continuous Opioid abuse-episodic Opioid abuse-in remiss Opioid abuse-unspec Opioid dependence-contin Opioid dependence-episod Opioid dependence-remiss Opioid dependence-unspec Opioid/other dep-contin Opioid/other dep-episod Opioid/other dep-remiss Opioid/other dep-unspec Opn brain lac-proln coma Opn brain lacer-coma NOS Opn cerebe lac-deep coma Opn cerebel lac-mod coma Opn cortex lac-deep coma Opn cortex lacer-no coma Opn lumbar fx w cord inj Opn skl base fx w/o coma Opn skl base fx-brf coma Opn skl base fx-coma NOS Opn skl fx NEC-deep coma Opn skl fx NEC/cereb lac Opn skl vlt fx-deep coma Opn skl vlt fx/cereb lac Opn skl vlt fx/menin hem Opn skl/oth fx-deep coma Opn skl/oth fx/menin hem Opn skul base fx/hem NEC Opn skul fx NEC-brf coma Opn skul fx NEC-coma NOS Opn skul vlt fx w/o coma Opn skul vlt fx-brf coma Opn skul vlt fx-coma NOS Opn skul/oth fx-coma NOS Opn skul/oth fx-mod coma Opn skull vault fracture Opn skull vlt fx/hem NEC Opn subarach hem-concuss Opn subarach hem-no coma Opn subdur hem-brf coma Opn subdur hem-concuss Opn wnd ant abdomen-comp Opn wnd anterior abdomen Opn wnd buc mucosa-compl Opn wnd hip/thigh w tend Opn wnd knee/leg w tendn Opn wnd lat abdomen-comp Opn wnd lateral abdomen Opn wnd ocular adnex NEC Opn wnd scrot/test-compl Opn wnd shouldr w tendon Opn wnd tongue/mouth flr Opn wound auditory canal Opn wound elbow w tendon Opn wound extern ear NOS Opn wound hand-complicat Opn wound neck NEC-compl Opn wound scrotum/testes Opn wound site NOS-compl Opn wound wrist w tendon Opportunistic mycoses Opposition defiant disor Opt chiasm w pituit dis Optic atrophy NOS Optic nerve disorder NEC Optic nerve injury Optic neuritis NEC Optic neuritis NOS Oral aphthae Oral soft tissue dis NEC Orbital cellulitis Orbital disorder NOS Orbital disorders NEC Orbital edema Orbital granuloma Orbital hemorrhage Orbital myositis Orbital osteomyelitis Orchitis with abscess Orchitis/epididymit NEC Orchitis/epididymit NOS Organic hypersomnia NEC Organic sleep apnea NOS Organic writers' cramp Orofacial dyskinesia Orthopedic aftercare NEC Orthopedic aftercare NOS Orthopnea Orthostatic hypotension Ossification cerv lig Osteitis condensans Osteitis deformans NOS Osteoarthro NOS-oth site Osteoarthros NOS-ankle Osteoarthros NOS-forearm Osteoarthros NOS-hand Osteoarthros NOS-l/leg Osteoarthros NOS-pelvis Osteoarthros NOS-shlder Osteoarthros NOS-unspec Osteoarthros NOS-up/arm Osteoarthrosis-mult site Osteogenesis imperfecta Osteomalacia NOS Osteomyelit NOS-forearm Osteomyelit NOS-oth site Osteomyelitis NOS-ankle Osteomyelitis NOS-hand Osteomyelitis NOS-l/leg Osteomyelitis NOS-mult Osteomyelitis NOS-pelvis Osteomyelitis NOS-unspec Osteomyelitis NOS-up/arm Osteoporosis NEC Osteoporosis NOS Ostium primum defect Ot art emb/thrm abd aort Ot comp ot bariatrc proc Ot encph/mye ot inf else Ot nonsp ab fnd lung fld Ot pul insuf fol trm/srg Ot sp hmiplg nondmnt sde Ot sp hmiplga domnt side Ot sp hmiplga unspf side Otalgia NOS Oth abnormalt urination Oth acq limb deformity Oth adult abuse/neglect Oth coll mov obj-ped cyc Oth coll mov obj-pedest Oth coll mov obj-per NEC Oth coll stn obj-cyc psg Oth coll stn obj-per NEC Oth coll stnd obj-mocycl Oth coll stndng obj-driv Oth coll stndng obj-psgr Oth con d/t chrm anm NEC Oth cond due to sex chrm Oth curr cond-antepartum Oth curr cond-del w p/p Oth curr cond-delivered Oth curr cond-postpartum Oth dermatitis solar rad Oth digestv system comp Oth drg indcd pancytopna Oth enteroviral cns dis Oth func dsdr bladder Oth gram negatv bacteria Oth hyprtrophic cardiomy Oth imno npl wo ach rmsn Oth imnprlf neo-relapse Oth inf vena cava thromb Oth learning difficulty Oth leuk w/o achv rmsn Oth lym leu wo achv rmsn Oth lymp unsp xtrndl org Oth mononeur lower limb Oth mult lb-in hosp w cs Oth neonatal coag dis Oth nonauto hem anemia Oth nspcf finding blood Oth ob compl-deliv w p/p Oth ob compl-delivered Oth ob surg compl-postpa Oth off-road mv acc-driv Oth off-road mv acc-psgr Oth off-road mv-mocycl Oth off-road mv-ped cycl Oth off-road mv-pedest Oth off-road mv-pers NOS Oth parent-child problem Oth placent cond-deliver Oth postsurgery lordosis Oth powered aircraft acc Oth prblms rltd lfstyle Oth rd veh acc-pers NEC Oth sequela, chr liv dis Oth severe malnutrition Oth spcf cmplc procd NEC Oth spcf deformity head Oth spcf dsdr urethra Oth spcf hypoglycemia Oth spcf paralytic synd Oth spcf prph vscl anoml Oth spcf retention urine Oth spec dis viruses Oth specf bacteria Oth specf viral infectn Oth specfd viral warts Oth spf gastrt w hmrhg Oth spf gstrt w/o hmrhg Oth symptm urinary systm Oth tissue graft malfunc Oth umbil cord compress Oth unspcf nspf imun fnd Oth urinry incontinence Oth varn unsp xtrndl org Oth vehicle acc NEC Oth viral dis-delivered Oth vrl hepat w hpt coma Oth vrl hpat wo hpt coma Oth/uns inf-cen ven cath Other acq back deformity Other acute sinusitis Other air leak Other alter consciousnes Other anaerobes Other anaphylactic react Other apnea of newborn Other appendicitis Other atopic dermatitis Other back symptoms Other conduct disorder Other dsrders esophagus Other dyschromia Other esophagitis Other general symptoms Other gu neoplasm NOS Other hammer toe Other heart block Other hyperalimentation Other lung disease NEC Other lymphedema Other pancytopenia Other pneumothorax Other postop infection Other prophylac chemothr Other psoriasis Other pulmonary insuff Other quadriplegia Other sborheic keratosis Other sequelae of MI NEC Other specf TMJ disordrs Other specf dermatoses Other specfd counseling Other staphylococcus Other streptococcus Other ulcerative colitis Other viral intes infec Othr migrne wo ntrc mgrn Otitis media NOS Otogenic pain Otorrhea NEC Otorrhea NOS Otosclerosis NOS Ovarian cyst NEC/NOS Ovarian endometriosis Ovarian failure NEC Ovarian hyperfunc NEC Ovarn preg w/o intra prg Overexert reptv mvmt NEC Overflow incontinence Overweight Overxrt-sudn stren mvmt P/p coag def-del w p/p Pain in limb Pain in or around eye Painful respiration Palindrom rheum-unspec Pallor Palpitations Palsy of conjugate gaze Pancreas anomalies Pancreas injury NOS-clos Pancreas injury NOS-open Pancreas, head inj-close Pancreas, tail inj-close Pancreas, tail inj-open Pancreat cyst/pseudocyst Pancreatic disease NEC Pancreatic disease NOS Pancreatic disorder NEC Pancreatic disorder NOS Panhypopituitarism Panic dis w/o agorphobia Panniculitis of neck Panniculitis, site NEC Panniculitis, unsp site Panophthalmitis Panuveitis Pap smear anus w ASC-US Papillary muscle dis NEC Papillary muscle rupture Papilledema NOS Papilledema w decr press Papilledema w incr press Paralysis NOS Paralysis agitans Paralytic ileus Paralytic ptosis Paralytic strabismus NOS Paranoid personality Paranoid schizo-chronic Paranoid schizo-unspec Paranoid state NOS Paranoid states NEC Parapharyngeal abscess Paraphrenia Paraplegia NOS Paraproteinemia NEC Parapsoriasis Parathyroid disorder NEC Parinfluenza viral pneum Parox atrial tachycardia Parox tachycardia NOS Parox ventric tachycard Part anom pulm ven conn Part arterial occlusion Part detach-singl defec Part epil w intr epil Part epil w/o intr epil Partial edentulism NOS Partial third nerv palsy Parvovirus B19 Pasteurellosis Patau's syndrome Patellar tendinitis Patent ductus arteriosus Path fx dstl radius ulna Path fx humerus Path fx neck of femur Path fx oth spcf prt fmr Path fx oth specif site Path fx tibia fibula Path fx vertebrae Pathol dislocat-jt NEC Pathol dislocat-shlder Pauciart juv rheum arthr Pectus carinatum Pectus excavatum Ped cycl acc-ped cyclist Pedal cycle acc-pedest Pediculosis NOS Pediculus capitis Pellagra Pelv fx-clos/pelv disrup Pelv fx-open/pelv disrup Pelv perit endometriosis Pelvic congestion synd Pelvic fracture NEC-clos Pelvic fracture NEC-open Pelvic fracture NOS-clos Pelvic fracture NOS-open Pelvic hematoma-postpart Pelvic organ inj NEC-cl Pelvic organ inj NEC-opn Pelvic organ inj NOS-cl Pelvic organ inj NOS-opn Pemphigoid Pemphigus Penetr wnd orbit w/o FB Penetrat FB NEC eye Penetrat wnd orbit w FB Penile anomalies NEC Peptic ulcer NOS Perforat tympan memb NOS Perforation gallbladder Perforation of bile duct Perforation of esophagus Perforation of intestine Periapical abscess Pericardial disease NEC Pericardial disease NOS Perichondritis pinna NOS Perinat GI sys dis NEC Perinat GI sys dis NOS Perinat jaund:hemolysis Perinatal chr resp dis Perinatal condition NEC Perinatal condition NOS Perinatal infection NEC Perinatal intest perfor Periodic paralysis Periodontal disease NEC Periodontosis Peripartum card-postpart Peripartum cardiomy-del Periph T cell lym multip Periph T cell lym xtrndl Periph vascular dis NEC Periph vascular dis NOS Peripheral vertigo NEC Peripheral vertigo NOS Periprosthetc fx-pros jt Periprosthetc osteolysis Peritoneal abscess Peritoneal adhesions Peritoneal disorder NEC Peritoneal effusion Peritoneum injury-closed Peritoneum injury-open Peritonitis (acute) gen Peritonitis NEC Peritonitis NOS Peritonitis in infec dis Peritonsillar abscess Perivent leukomalacia Pernicious anemia Peroneal muscle atrophy Persist hyperplas thymus Persist postop fistula Persistent fetal circ Persistent insomnia Persistent vegtv state Persistent vomiting Persn w feared complaint Person feigning illness Personal history UTI Personal history of fall Personal histry malaria Personal hygiene NEC Personality chg oth dis Personality disorder NOS Personl hx infection CNS Pervasv dev dis-cur NEC Pervasv dev dis-cur NOS Petit mal status Peyronie's disease Phantom limb (syndrome) Pharyngeal anomaly NEC Phlbts deep vn up extrm Phlbts sprfc vn up extrm Phlbts vn NOS up extrm Phlebitis intrcran sinus Photokeratitis Physical restrain status Pica Pigment epitheliopathy Pigment retina dystrophy Pilonidal cyst w abscess Pilonidal cyst w/o absc Pituitary disorder NEC Pituitary disorder NOS Pituitary dwarfism Pityriasis NEC & NOS Pityriasis rosea Pityriasis versicolor Placent transfusion syn Placenta hem NEC aff NB Placenta prev hem-deliv Placenta previa aff NB Placenta previa-antepart Placenta previa-deliver Plantar fibromatosis Plantar nerve lesion Plasmacytoma NOS Pleural effusion NOS Pleurisy w/o effus or TB Pls cl leu w/o achv rmsn Plsm cel leuk in relapse Pneu mycplsm pneumoniae Pneum in aspergillosis Pneum in infect dis NEC Pneum in oth sys mycoses Pneum w cytomeg incl dis Pneumo oth grm-neg bact Pneumococcal meningitis Pneumococcal peritonitis Pneumococcal pneumonia Pneumococcal septicemia Pneumococcus infect NOS Pneumocystosis Pneumogastric nerve dis Pneumon oth spec orgnsm Pneumonia anaerobes Pneumonia e coli Pneumonia in whoop cough Pneumonia oth spcf bact Pneumonia oth strep Pneumonia strptococcus a Pneumonia strptococcus b Pneumonia, organism NOS Pois antidepressants NEC Pois monoamine oxidase Pois serotinin reuptake Pois tricyclc antidepres Pois-analges/antipyr NEC Pois-anti-infect NEC/NOS Pois-anti-parkinson drug Pois-antiallrg/antiemet Pois-anticonvul NEC/NOS Pois-antihyperten agent Pois-antimycobac drg NEC Pois-antineopl/immunosup Pois-arom analgesics NEC Pois-benzodiazepine tran Pois-card rhythm regulat Pois-cardiovasc agt NEC Pois-cephalosporin group Pois-cns muscle depress Pois-coronary vasodilat Pois-gen anesth NEC/NOS Pois-loc astring/deterg Pois-local anti-infect Pois-parasympatholytics Pois-parasympathomimetic Pois-phenothiazine tranq Pois-propionic acid derv Pois-sedative/hypnot NEC Pois-sedative/hypnot NOS Pois-skelet muscle relax Pois-topical dental drug Pois-uric acid metabol Poison by psychostim NEC Poison-agricult agent Poison-alcohol deterrent Poison-analgesics Poison-antipsychotic NEC Poison-antirheumatic NEC Poison-barbiturates Poison-corrosiv/caustic Poison-drug/medicin NEC Poison-drug/medicin NOS Poison-ent preparation Poison-hydantoin derivat Poison-insulin/antidiab Poison-intraven anesthet Poison-medicinal agt NEC Poison-medicinal agt NOS Poison-muscle agent NEC Poison-opiate antagonist Poison-psychotropic NEC Poison-psychotropic agt Poison-sedat/hypnotic Poison-solid/liquid NEC Poison-sympathomimetics Poison-tranquilizer NEC Poison-vasodilator NEC Poisoning by amphetamine Poisoning by caffeine Poisoning by cocaine Poisoning-anticoagulants Poisoning-antidiarrh agt Poisoning-antilipemics Poisoning-antimalarials Poisoning-antitussives Poisoning-antiviral drug Poisoning-barbiturates Poisoning-cardiotonics Poisoning-cathartic NEC Poisoning-chloral hydrat Poisoning-diuretics NEC Poisoning-expectorants Poisoning-hallucinogens Poisoning-heroin Poisoning-methadone Poisoning-opiates NEC Poisoning-opium NOS Poisoning-penicillins Poisoning-salicylates Poisoning-sulfonamides Poisoning-sympatholytics Poisoning-tetracycline Poisoning-thyroid/deriv Poisoning-vitamins NEC Polyarteritis nodosa Polyarthritis NOS-unspec Polyclon hypergammaglobu Polycyst kid-autosom dom Polycyst kid-autosom rec Polycystic kidney NOS Polycystic ovaries Polycythemia neonatorum Polycythemia vera Polydactyly NOS Polydactyly, fingers Polydactyly, toes Polydipsia Polyglandul dysfunc NEC Polyglandul dysfunc NOS Polyhydramnios aff NB Polyhydramnios-delivered Polymyalgia rheumatica Polymyositis Polyp of corpus uteri Polyp of nasal cavity Polyphagia Polyuria Poor fetal growth-deliv Popliteal synovial cyst Portal hypertension Portal pyemia Portal vein thrombosis Post MI syndrome Post disl prox tibia-cl Post disloc elbow-closed Post segmnt anom NEC-eye Post term preg-del Post tp lymphprolif dis Post traumatic seizures Post-birth umbil hemorr Post-op foreign body NEC Post-proc st eye/adn NEC Post-proc states NEC Post-surgical forgn body Post-term infant Post-trauma headache NOS Post-traumatic seroma Postablat hypothyr NEC Postablat testic hypofun Postabort pelvic damage Postabortion compl NEC Postabortion embolism Postabortion gu infect Postabortion hemorrhage Postcholecystectomy synd Postconcussion syndrome Postendoscopy forgn body Posterior disloc hip-cl Postgastric surgery synd Postherpes polyneuropath Postherpes trigem neural Postinf encephalitis NEC Postinflam pulm fibrosis Postlaminect synd-lumbar Postlaminectomy kyphosis Postmastect lymphedema Postmenopausal bleeding Postnasal drip Postop GI funct dis NEC Postop heterotopic calc Postop oth specfd aftrcr Postop shock, other Postop shock, septic Postop shock,cardiogenic Postop urethral strictur Postop vaginal prolapse Postoperative air leak Postoperative shock, NOS Postpa hem NEC-del w p/p Postpart coag def-postpa Postpart hem NEC-postpar Postphlbtc synd w/o comp Postproc aspiration pneu Postprocedural fever Postsurg hypoinsulinemia Postsurgical hypothyroid Posttraum wnd infec NEC Posttraumatic stress dis Postvaricella encephalit Pouchitis Prader-willi syndrome Precipitate del aff NB Precipitate labor-deliv Precordial pain Preg compl NEC-antepart Preg compl NEC-del w p/p Preg compl NEC-delivered Preg state, incidental Preg w hx of infertility Preglaucoma NOS Prem separ placen-deliv Premat rupt memb aff NB Premature beats NEC Premature beats NOS Premenopause menorrhagia Premenstrual tension Preop cardiovsclr exam Prepatellar bursitis Presbyopia Prescrip-oral contracept Presenile delusion Presenile dementia Pressure ulcer, ankle Pressure ulcer, buttock Pressure ulcer, elbow Pressure ulcer, heel Pressure ulcer, hip Pressure ulcer, low back Pressure ulcer, site NEC Pressure ulcer, site NOS Pressure ulcer, stage I Pressure ulcer, stage II Pressure ulcer, stage IV Pressure ulcer, upr back Pressure ulcer,stage III Pressure ulcer,stage NOS Pressure ulcer,unstagebl Preterm NEC 1000-1249g Preterm NEC 1250-1499g Preterm NEC 1500-1749g Preterm NEC 1750-1999g Preterm NEC 2000-2499g Preterm NEC 2500+g Preterm NEC 500-749g Preterm NEC 750-999g Preterm NEC <500g Preterm infant NEC wtNOS Prev c-delivery-antepart Prev c-delivery-delivrd Priapism Prickly heat Prim angl-clos glauc NOS Prim cardiomyopathy NEC Prim central sleep apnea Prim hypercoagulable st Prim open angle glaucoma Prim prg TB NEC-histo dx Prim pulm hypertension Prim thrombocytopen NOS Primary CNS lymph xtrndl Primary apnea of newborn Primary atelectasis Primary cerebellar degen Primary coccidioidomycos Primary focal hyprhidros Primary hyperparathyroid Primary syphilis NEC Prinzmetal angina Priv dwel fire-accid NEC Priv dwel fire-fumes NOS Prob-head/neck/trunk NOS Problems with learning Profnd intellct disablty Prog multifoc leukoencep Prog muscular atrophy Progr idiopath scoliosis Progressive bulbar palsy Prolapse urethral mucosa Prolapsed cord aff NB Prolif diab retinopathy Proliferat nephritis NOS Prolong depressive react Prolong rupt memb-deliv Prophyl or tx meas NEC Prophylact immunotherapy Prostatic congest/hemorr Prostatic disorders NEC Prostatic inflam dis NEC Prostatitis NOS Protein-cal malnutr NEC Protein-cal malnutr NOS Proteinuria Proteus infection NOS Protrusio acetabuli NOS Prphylct orgn rmvl brst Prphylct orgn rmvl other Prsn hst ot spf urn dsrd Prsnl hst colonic polyps Prsnl hst ot spf dgst ds Prsnl hst oth nfct parst Prsnl hst peptic ulcr ds Prsnl hst poliomyelitis Prsnl hst tuberculosis Prsnl hst urnr dsrd calc Prsnl hx recur pneumonia Prune belly syndrome Prurigo Pruritic conditions NEC Pruritic disorder NOS Pruritus of genitalia Pseudobulbar palsy Pseudoexfoliat glaucoma Pseudomonal pneumonia Pseudomonas infect NOS Pseudomonas septicemia Pseudopolyposis colon Pseudotumor cerebri Psoas muscle abscess Psoriatic arthropathy Psy dis w delus oth dis Psy dis w halluc oth dis Psychic factor w oth dis Psychogen cardiovasc dis Psychogen musculskel dis Psychogen paranoid psych Psychogenic disorder NEC Psychogenic disorder NOS Psychogenic pain NEC Psychogenic respir dis Psychological stress NEC Psychophysic visual dist Psychosexual dis NOS Psychosis NOS Psymotr epil w intr epil Psymotr epil w/o int epi Pterygium NOS Ptosis of eyelid NOS Puerp cerebvas dis-deliv Puerp comp NEC-del w p/p Puerp compl NEC-postpart Puerp endomet del w p/p Puerp endomet-postpart Puerp pyrexia-del w p/p Puerp pyrexia-postpartum Pul alveolar proteinosis Pulm congest/hypostasis Pulm embol NOS-antepart Pulm embol NOS-postpart Pulm embol/infarct NEC Pulmon TB NEC-oth test Pulmon TB NOS-cult dx Pulmon TB NOS-micro dx Pulmon artery aneurysm Pulmon circulat dis NEC Pulmon circulat dis NOS Pulmonary AV malformatn Pulmonary TB NOS-unspec Pulmonary actinomycosis Pulmonary collapse Pulmonary eosinophilia Pulmonary mycobacteria Pulmonary valve anom NEC Pulmonary valve anom NOS Pulmonary valve disorder Pulsating exophthalmos Pure hypercholesterolem Pure hyperglyceridemia Purpura NOS Purulent endophthalm NOS Pyelonephritis NOS Pylorospasm Pyoderma NEC Pyoderma gangrenosum Pyogen arthritis NEC Pyogen arthritis-ankle Pyogen arthritis-forearm Pyogen arthritis-hand Pyogen arthritis-l/leg Pyogen arthritis-mult Pyogen arthritis-pelvis Pyogen arthritis-shlder Pyogen arthritis-up/arm Pyogenic granuloma Pyrexia in labor-deliver Pyrophosph cryst-l/leg Pyrophosph cryst-up/arm Quadriplegia, unspecifd Quadrplg c1-c4, complete Quadrplg c1-c4, incomplt Quadrplg c5-c7, complete Quadrplg c5-c7, incomplt REM sleep behavior dis RR acc NEC-pedestrian RR coll NOS-pedestrian RR coll w oth obj-pedest Radial nerve lesion Radial styloid tenosynov Radiation gastroenterit Radiation kyphosis Radiation scoliosis Radiotherapy encounter Radiotherapy follow-up Rape Rapidly prog nephrit NOS Raynaud's syndrome React depress psychosis React-cardiac dev/graft React-indwell urin cath React-int pros devic NEC React-inter joint prost React-nerv sys dev/graft React-oth genitourin dev React-oth int ortho dev React-oth vasc dev/graft React-periton dialy cath Reactive confusion Rec depr psych-psychotic Rec preg loss wo cur prg Recent detachment, total Rectal & anal dis NEC Rectal & anal hemorrhage Rectal & anal stenosis Rectal & anal ulcer Rectal prolapse Rectocele Rectum injury-closed Rectum injury-open Recur bilat inguin hern Recur depr psych-severe Recur dislocat-l/leg Recur dislocat-pelvis Recur dislocat-shlder Recur manic-sev w psycho Recur unil ing hern-gang Recur unil ing hern-obst Recur unilat inguin hern Recurr depr psychos-mild Recurr depr psychos-mod Recurr depr psychos-unsp Recurrent hypersomnia Redness/discharge of eye Reduc deform up limb NOS Reduction deform leg NOS Reduction deform, brain Redun prepuce & phimosis Reentrant mv coll-driver Referred pain of ear Reflux esophagitis Refusal of treatment Reg enterit sm/lg intest Reg enteritis, lg intest Reg enteritis, sm intest Regional enteritis NOS Reiter's disease Removal int fixation dev Renal & ureteral dis NEC Renal & ureteral dis NOS Renal agenesis Renal artery aneurysm Renal artery atheroscler Renal artery hyperplasia Renal dialysis encounter Renal dialysis status Renal dis NOS-antepartum Renal dis NOS-delivered Renal dysplasia Renal failure NOS Renal hyperten-postpart Renal osteodystrophy Renal sclerosis NOS Renal vascular disorder Renal vein thrombosis Renal vessel anomaly Renal/perirenal abscess Renovasc hypertension Residual hemorrhoid tags Resp brncio interst lung Resp cond dt smoke inhal Resp cond: ext agent NEC Resp failure of newborn Resp obstr-food inhal Resp obstr-inhal obj NEC Resp prob after brth NEC Resp syncyt viral pneum Resp sys/chest symp NEC Resp system disease NEC Resp system disease NOS Respirator depend status Respiratory abnorm NEC Respiratory abnorm NOS Respiratory anomaly NEC Respiratory arrest Respiratory comp NEC Respiratory distress syn Respiratory neoplasm NOS Resprtry syncytial virus Restless legs syndrome Ret cholelh fol cholecys Retain FB NEC Retain organic frag NEC Retain plastic fragments Retained dental root Retained glass fragments Retained metal frag NOS Retclsrc unsp xtrndl org Retention urine NOS Reticulosarcoma abdom Reticulosarcoma head Reticulosarcoma inguin Reticulosarcoma mult Reticulosarcoma thorax Retinal detachment NEC Retinal detachment NOS Retinal disorder NOS Retinal disorders NEC Retinal edema Retinal hemorrhage Retinal ischemia Retinal varices Retinal vasc occlus NOS Retinal vascular changes Retrolental fibroplasia Retroperiton abscess NEC Retroperitoneum inj-cl Retroperitoneum inj-open Retropharyngeal abscess Rflx sym dystrph lwr lmb Rflx sym dystrph oth st Rflx sym dystrph up limb Rh incomp/HTR NEC Rh isoimmunizat-antepart Rhabdomyolysis Rheum aortic dis NEC/NOS Rheum aortic sten/insuff Rheum fev w/o hrt involv Rheum pulmon valve dis Rheumat aortic stenosis Rheumatic aortic insuff Rheumatic heart dis NEC Rheumatic heart dis NOS Rheumatic heart failure Rheumatic mitral insuff Rheumatoid arthritis Rheumatoid lung Rhinitis due to pollen Rhinovirus infect NOS Rib & sternum anomal NEC Rickettsiosis NOS Ridden animal acc-rider Ritter's disease Roller skate,skateboard Rosacea Rotator cuff dis NEC Rotator cuff rupture Rotator cuff synd NOS Routin child health exam Routine circumcision Rt bbb/lft ant fasc blk Rt bbb/lft post fasc blk Rt bundle branch block Rt proc-wrong side/part Running Rupt abd aortic aneurysm Rupt exten tendon hand Ruptur thoracic aneurysm Rupture eye w tissu loss Rupture of artery Rupture uterus NOS-deliv SIRS, NOS SIRS-noninf w ac org dys SIRS-noninf w/o ac or ds Sacral spinal cord injur Sacroiliitis NEC Saddle embol pulmon art Salivary gland abscess Salivary gland dis NEC Salivary gland dis NOS Salivary secretion dis Salmonella enteritis Salmonella infection NEC Salmonella infection NOS Salmonella septicemia Salpingo-oophoritis NOS Sarcoidosis Sbrheic infantl drmtitis Scabies Scanty menstruation Scar & fibrosis of skin Schilder's disease Schistosomiasis NEC Schistosomiasis NOS Schizoaff dis-subch/exac Schizoaffective dis NOS Schizoaffective dis-chr Schizoaffectve dis-remis Schizoafftv dis-chr/exac Schizoid personality NOS Schizoph resid-chro/exac Schizophr dis resid NOS Schizophr dis resid-chr Schizophr dis-chr/exacer Schizophrenia NEC-unspec Schizophrenia NOS-chr Schizophrenia NOS-unspec Schizophreniform dis NOS Schizotypal person dis Schmorl's nodes NOS Schwannomatosis Sciatic nerve lesion Sciatica Scleritis NEC Scleritis NOS Sclerosing mesenteritis Scndhnd tbcco smoke Scoliosis NEC Scoliosis in oth dis Screen malig neop-colon Screen-blood dis NOS Screen-cardiovasc NEC Screening-pulmonary TB Sebaceous cyst Sebaceous gland dis NEC Sebaceous gland dis NOS Sebrrheic dermatitis NEC Sebrrheic dermatitis NOS Sec DM ketoacd uncntrld Sec DM neuro nt st uncn Sec DM ophth nt st uncn Sec DM oth nt st uncontr Sec DM other uncontrld Sec DM unsp nt st uncon Sec DM unsp uncontrold Sec DM wo cmp nt st uncn Sec DM wo comp uncontrld Sec hypercoagulable st Sec hyperparathyrd-renal Sec hyprprthyrd nonrenal Sec mal neo GI NEC Sec mal neo brain/spine Sec mal neo mediastinum Sec mal neo peritoneum Sec malig neo lg bowel Sec malig neo nerve NEC Sec malig neo resp NEC Sec malig neo sm bowel Sec malig neo urin NEC Sec neuroend tu dist lym Sec neuroend tu oth site Sec neuroend tumor-liver Sec neuroendo tu-periton Sec neuroendo tumor-bone Sec thrombocytpenia NEC Sec uterine inert-deliv Second cardiomyopath NOS Second hypertension NEC Second malig neo adrenal Second malig neo breast Second malig neo genital Second malig neo kidney Second malig neo liver Second malig neo ovary Second malig neo pleura Secondary Merkel cell ca Secondary malig neo NEC Secondary malig neo bone Secondary malig neo lung Secondary malig neo skin Secondary parkinsonism Secondary polycythemia Secondary syphilis NOS Secondary/recur hemorr Secondry iritis, infect Secundum atrial sept def Sed,hyp,anxiolyt dep-NOS Sed,hyp,anxiolyt dep-con Sed,hyp,anxiolytc ab-NOS Sed,hyp,anxiolytc ab-con Sed,hyp,anxiolytc ab-rem Selective ig defic NEC Selective iga immunodef Seminal vesiculitis Senile delirium Senile dementia uncomp Senile nuclear cataract Senile osteoporosis Sensonrl hear loss,bilat Sensorneur hear loss NOS Sensorneur hear loss uni Sensory hear loss,unilat Sensory retina dystrophy Sepsis Septal closure anom NEC Septal closure anom NOS Septic arterial embolism Septic myocarditis Septic pulmonary embolsm Septic shock Septicemia NEC Septicemia NOS Seroma complicting proc Serous retina detachment Serratia septicemia Sev intellect disability Sev nonprolf db retinoph Sev preeclamp-del w p/p Sev preeclamp-postpartum Severe birth asphyxia Severe preeclamp-deliver Severe sepsis Severe stage glaucoma Sft tisue - kpsi's srcma Shigella flexneri Shigella infection NEC Shigellosis NOS Shldr/upper arm inj NOS Shock NOS Shock w/o trauma NEC Short stature Shortness of breath Shoulder region dis NEC Sialoadenitis Sialolithiasis Sicca syndrome Sickle cell disease NOS Sickle-cell trait Sigmoid colon inj-closed Sigmoid colon inj-open Silica pneumocon NEC Simple chr bronchitis Simple schizophren-chr Singl livebrn-before adm Single lb in-hosp w cs Single lb in-hosp w/o cs Sinoatrial node dysfunct Situs inversus Sixth nerve palsy Skew deviation, eye Ski,snow brd,sled,tobagn Skin - kaposi's sarcoma Skin anomaly NEC Skin disorder NOS Skin disorders NEC Skin hypertro/atroph NEC Skin hypertro/atroph NOS Skin sensation disturb Sleep apnea NOS Sleep disturbance NOS Sleep disturbances NEC Sleep hypovent oth dis Sleep stage dysfunc NEC Slow transt constipation Slowing urinary stream Small intest inj NEC-cl Small intest inj NEC-opn Small intest inj NOS-cl Small intest inj NOS-opn Smell & taste disturb Snow veh acc-driver Social maladjustment Soft tissue anomaly NEC Soft tissue disord NOS Soft tissue disorder NEC Solid/liq pneumonit NEC Solitary pulmonry nodule Somatoform disorders NEC Spasm of conjugate gaze Spasm of muscle Spec anom of eyelid NEC Spec lacrimal pass anom Specfied cong anomal NEC Special symptom NEC/NOS Spectator at event Speech disturbance NEC Speech/language dis NEC Spf sts - kpsi's sarcoma Spin bif w hydrceph-cerv Spin bif w hydrceph-lumb Spin bif w hydroceph NOS Spin cord inj-mult site Spin sten,lumbr w claud Spin sten,lumbr wo claud Spina bifida Spina bifida occulta Spina bifida-lumbar Spinal cord anomaly NEC Spinal cord disease NOS Spinal cord injury NOS Spinal disorders NEC Spinal muscl atrophy NOS Spinal stenosis NOS Spinal stenosis-oth site Spinal stenosis-thoracic Spinal vessel anomaly Spinocerebellar dis NEC Spinocerebellar dis NOS Spleen capsular tear Spleen capsular tear-opn Spleen disease NEC Spleen disease NOS Spleen disruption-clos Spleen disruption-open Spleen hematoma-closed Spleen hematoma-open Spleen injury NEC-closed Spleen injury NOS-closed Spleen injury NOS-open Spleen parenchyma lacer Spleen parnchym lac-opn Splenic artery aneurysm Splenic sequestration Splenomegaly Spon ab w pelv damag-inc Spon abor w pelv inf-inc Spon abort uncompl-inc Spon abort w hemorr-comp Spon abort w hemorr-inc Spon abort w shock-inc Spond compr lumb sp cord Spond compr thor sp cord Spondylolisthesis Spondylos NOS w/o myelop Spondylosis NOS w myelop Spont tens pneumothorax Spontan bact peritonitis Spontaneous ecchymoses Sports acc w sub fall Sports acc w/o sub fall Sports,athletics NEC Sprain NEC Sprain acromioclavicular Sprain cruciate lig knee Sprain distal tibiofibul Sprain elbow/forearm NEC Sprain hip & thigh NEC Sprain hip & thigh NOS Sprain lateral coll lig Sprain lumbar region Sprain lumbosacral Sprain medial collat lig Sprain metatarsophalang Sprain of ankle NEC Sprain of ankle NOS Sprain of back NOS Sprain of knee & leg NEC Sprain of knee & leg NOS Sprain of neck Sprain of wrist NEC Sprain of wrist NOS Sprain rotator cuff Sprain sacroiliac Sprain sacroiliac NOS Sprain shoulder/arm NEC Sprain shoulder/arm NOS Sprain supraspinatus Sprain thoracic region Sprain ulnar collat lig Spstc hmiplg nondmnt sde Spstc hmiplga domnt side Spstc hmiplga unspf side Sqam cell ca sclp/skn nk Sqam cell ca skn low lmb Sqm cel skn face NEC/NOS Squam cell ca skin ear Staph pneumonia NEC Staphylcocc septicem NEC Staphylcocc septicem NOS Staphylococc enteritis Staphylococc meningitis Staphylococcal pneu NOS Staphylococcus unspcfied Stat ob w/o sub fall NEC Stat obj w sub fall NEC Status amput above elbow Status amput above knee Status amput below elbow Status amput below knee Status amput foot Status amput great toe Status amput hand Status amput oth fingers Status amput othr toe(s) Status amput thumb Status amput up lmb NOS Status autm crd dfbrltr Status cardiac pacemaker Status oth spcf crdc dvc Status-post ptca Stenosis of larynx Sterilization Stevens-Johnson syndrome Stevens-Johnson-TEN syn Stiff-man syndrome Stomach function dis NEC Stomach function dis NOS Stomach injury-closed Stomach injury-open Stomach ulcer NOS Stomach ulcer NOS-obstr Stomatitis/mucositis NOS Stomatits & mucosits NEC Strabismic amblyopia Straig amin-acid met NEC Straining on urination Strep sore throat Streptococcal meningitis Streptococcal pneumn NOS Streptococcal septicemia Streptococcus group a Streptococcus group b Streptococcus group c Streptococcus group g Streptococcus unspecf Streptococus carrier NEC Stress fx femoral neck Stress fx tibia/fibula Stress incontinence male Stress react, emotional Stress react, psychomot Stress reaction, fugue Striae atrophicae Stricture of artery Stricture of ureter Stricture of vagina Stridor Strongyloidiasis Struck by falling object Subac dyskinesa d/t drug Subacute delirium Subarach hem w opn wound Subarach hem-brief coma Subarach hem-coma NOS Subarach hem-concussion Subarach hem-deep coma Subarach hem-mod coma Subarach hem-prolng coma Subarachnoid hem-no coma Subarachnoid hemorrhage Subclavian aneurysm Subclavian steal syndrom Subcondyl fx mandib-open Subcondylar fx mandib-cl Subdural hem w/o coma Subdural hem-brief coma Subdural hem-concussion Subdural hem-deep coma Subdural hem-prolng coma Subdural hemorr-coma NOS Subdural hemorr-mod coma Subdural hemorrhage Subendo infarct, initial Subendo infarct, subseq Submucous leiomyoma Subserous leiomyoma Substance abuse-family Subtrochanteric fx-close Subtrochanteric fx-open Sudden visual loss Suffocation NEC Suffocation-lack of air Suicidal ideation Sulph amino-acid met dis Sup glenoid labrm lesion Superf inj hand NEC-inf Superfic foreign bdy NEC Superfic inj head NEC Superfic inj periocular Superfic phlebitis-leg Superficial inj cornea Superficial inj eye NEC Superficial injury NEC Suppur otitis media NOS Suppurat peritonitis NEC Supracondyl fx femur-cl Supracondyl fx femur-opn Supracondyl fx humer-opn Supraglottis w obstr NOS Supraglottis w/o obs NOS Suprcondyl fx humerus-cl Suprv high-risk preg NOS Surfce-topic/infilt anes Surg comp - hypertension Surg comp nerv systm NEC Surg comp-peri vasc syst Surg compl-body syst NEC Surg compl-heart Surg compl-urinary tract Surg complication - cns Surgical complicat NOS Surgical convalescence Swallowed blood syndrome Swelling in head & neck Swelling of limb Swelling or mass of eye Swimming Swimming accident NOS Symbolic dysfunction NEC Sympt fem climact state Sympt state w artif meno Symptoms in breast NEC Syncope and collapse Syndactyl fing-no fusion Syndactyl toe-no fusion Syndactyly, multiple/NOS Synov/tend/bursa dis NEC Synov/tend/bursa dis NOS Synovial cyst NOS Synovitis NEC Synovitis NOS Syphilis NOS Syphilitic aortitis Syphilitic iridocyclitis Syringomyelia Syst lupus erythematosus Syst rheum arthritis NEC Syst sclerosis lung dis Syst/diast hrt fail NOS Systemic sclerosis Systolic hrt failure NOS Szry dis unsp xtrndl org T1-t6 fx-cl/ant cord syn T1-t6 fx-cl/cen cord syn T1-t6 fx-cl/com cord les T1-t6 fx-cl/cord inj NEC T1-t6 fx-cl/cord inj NOS T1-t6 fx-op/com cord les T1-t6 spin cord inj NEC T7-t12 fx-cl/com crd les T7-t12 fx-cl/crd inj NEC T7-t12 fx-cl/crd inj NOS T7-t12 fx-op/crd inj NEC T7-t12 spin cord inj NEC T7-t12 spin cord inj NOS TB brain abscess-unspec TB lung w cavit-micro dx TB meningitis-cult dx TB meningitis-unspec TB of bronchus-oth test TB of vertebra-cult dx TB of vertebra-histo dx TB peritonitis-exam unkn TB peritonitis-histo dx TB pleurisy-histolog dx TB pneumonia-cult dx TB sp crd absc-cult dx TB thorax node-histo dx TMJ disorders NOS TPA adm status 24 hr pta Tabes dorsalis Tachycardia NOS Tachypnea Tackle football Takayasu's disease Takotsubo syndrome Talipes NOS Talipes equinovarus Talipes valgus Talipes varus Tarsal tunnel syndrome Tear film insuffic NOS Tear lat menisc knee-cur Tear med menisc knee-cur Tear meniscus NEC-curren Temporal sclerosis Tenosynov hand/wrist NEC Tenosynovitis foot/ankle Tension headache Termination of pregnancy Testicular hypofunc NEC Tetanus toxoid inoculat Tetany Tetralogy of fallot Thalassemia NEC Thalassemia minor Thalassemia, unspecified Therapeutic drug monitor Thiamine defic NEC/NOS Third-stage hem-postpart Thlasema Hb-S w/o crisis Thor disc dis w myelopat Thoracic aortic aneurysm Thoracic aortic ectasia Thoracic aortic embolism Thoracic disc degen Thoracic disc displacmnt Thoracic spondylosis Thoracoabd aneurysm rupt Thoracoabd aortc ectasia Thoracogenic scoliosis Thoracoscop conv to open Thracabd anurysm wo rupt Thrd-stage hem-del w p/p Throat pain Thromboangiit obliterans Thrombocytopathy Thrombocytopenia NOS Thrombophlebitis NEC Thrombophlebitis NOS Thrombophlebitis leg NOS Thrombophlebitis migrans Thrombosis NEC-antepart Thrombosis NEC-postpart Thrombot microangiopathy Thrt prem labor-antepart Thrush Thyroid dysfunc-antepart Thyroid dysfunc-deliver Thyroid dysfunc-postpart Thyroiditis NOS Thyrotox NOS no crisis Thyrotox NOS w crisis Thyrotox orig NEC w cris Thyrtox orig NEC no cris Tibialis tendinitis Tietze's disease Tinnitus NOS Tk off/land-aircraft NEC Tobacco use dis-antepart Tobacco use dis-postpart Tobacco use disorder Tongue anomaly NEC Tongue anomaly NOS Tongue disorder NEC Tongue tie Tooth eruption disturb Topical med dermatitis Torsion of ovary or tube Torsion of testis NOS Torticollis NOS Torus fx tibia/fibula Tot anom pulm ven connec Tot impairment-both eyes Total third nerve palsy Tourette's disorder Tox dif goiter no crisis Tox dif goiter w crisis Tox eff carbon monoxide Tox eff nonmed subst NEC Tox eff nonmed subst NOS Tox eff organphos/carbam Tox multnod goit no cris Tox multnod goit w cris Tox nod goiter no crisis Tox uninod goit no cris Tox w old hyper-postpart Tox w old hyperten-deliv Toxic eff caustic alkali Toxic eff ethyl alcohol Toxic eff gas/vapor NEC Toxic eff gas/vapor NOS Toxic eff isopropyl alc Toxic eff nonpetrol solv Toxic eff pesticides NEC Toxic effect acids Toxic effect alcohol NOS Toxic effect arsenic Toxic effect caustic NOS Toxic effect cyanides Toxic effect metals NEC Toxic effect mushrooms Toxic effect venom Toxic encephalopathy Toxic epidrml necrolysis Toxic erythema Toxic gastroenteritis Toxic myelitis Toxic myocarditis Toxic myopathy Toxic shock syndrome Toxoplasm meningoenceph Toxoplasmosis NOS Toxoplasmosis site NEC Trachea & bronch dis NEC Tracheoesophageal fstula Tracheostomy - mech comp Tracheostomy comp NEC Tracheostomy comp NOS Tracheostomy infection Tracheostomy status Traff acc NOS-mcycl psgr Traffic acc NOS-driver Traffic acc NOS-motcycl Traffic acc NOS-pasngr Traffic acc NOS-ped cycl Traffic acc NOS-pedest Traffic acc NOS-pers NOS Trans alter awareness Trans cereb ischemia NEC Trans cereb ischemia NOS Trans hyperten-antepart Trans hyperten-delivered Trans hyperten-postpart Trans-sexualism NOS Transfsn rel ac lung inj Transfsn w circ overload Transfusion reaction NEC Transient arterial occlu Transient global amnesia Transient hemat dis NEC Transient mental dis NEC Transient mental dis NOS Transient met dis NB NOS Transient visual loss Transitory ileus of NB Transmission machine acc Transverse colon inj-cl Transverse colon inj-opn Transverse defic arm Transverse defic leg Traum arthropathy-l/leg Traum arthropathy-pelvis Traum hemothorax-closed Traum hemothorax-open Traum pneumohemothor-cl Traum pneumohemothor-opn Traum pneumothorax-close Traum pneumothorax-open Traum subarachnoid hem Traum subcutan emphysema Traum urethral stricture Trauma comp synd low ext Trauma comp synd up ext Trauma compart synd NEC Trauma compart synd abd Traumatic anuria Traumatic brain hem NEC Traumatic extradural hem Traumatic shock Traumatic spondylopathy Traumatic subdural hem Tremor NEC Trichomonal urethritis Trichomonal vaginitis Trichuriasis Tricuspid valve disease Trifascicular block Trigeminal nerve dis NOS Trigeminal neuralgia Trigger finger Trnspl status organ NEC Trnspl status-bne marrow Trnspl status-intestines Trnspl status-pancreas Trnsplnt orgn rem status Trochanteric fx NOS-clos Trochanteric fx NOS-open Trspl sts-perip stm cell True post infarct, init Trunk injury-sites NEC Tubal endometriosis Tubal ligation status Tubal preg w intra preg Tubal preg w/o intra prg Tubal/broad lig anom NEC Tuberculosis contact Tuberous sclerosis Tubrcloma brain-histo dx Tularemia NEC Tumor lysis syndrome Twin NOS-before admissn Twin gest-dich/diamniotc Twin pregnancy-delivered Twin, mate lb-before adm Twin-mate lb-hosp w/o cs Twin-mate lb-in hos w cs Twin-mate sb-hosp w cs Twin-mate sb-hosp w/o cs Ulc esophagus w/o bleed Ulcer esophagus w bleed Ulcer of ankle Ulcer of calf Ulcer of heel & midfoot Ulcer of lower limb NOS Ulcer of thigh Ulcer oth part low limb Ulcer other part of foot Ulceration of intestine Ulceration of vulva NOS Ulcerative enterocolitis Ulcerative ileocolitis Ulcerative proctitis Ulceratve colitis unspcf Ulcertve prctosigmoidtis Ulnar nerve lesion Umbil cond NEC aff NB Umbilical artery absence Umbilical hernia Umbilical hernia w gangr Umbilical hernia w obstr Unarmed fight or brawl Unc beh neo brain/spinal Unc beh neo nerv sys NEC Unc behav neo GI NEC Unc behav neo bladder Unc behav neo bone Unc behav neo intestine Unc behav neo kidney Unc behav neo larynx Unc behav neo liver Unc behav neo lung Unc behav neo meninges Unc behav neo ovary Unc behav neo paragang Unc behav neo peritoneum Unc behav neo pineal Unc behav neo pituitary Unc behav neo pleura Unc behav neo skin Unc behav neo soft tissu Uncert behav neo uterus Uncert behavior neo NEC Undescended testis Undet circ-cut instrumnt Undet fall structure NEC Undet pois-med agnt NEC Undet pois-med agnt NOS Undeter circ-firearm NEC Undeter pois-sol/liq NEC Undeterm circ-burn, fire Undeterm pois-analgesics Undeterm pois-barbiturat Undeterm pois-psychotrop Undetermin circ-handgun Undetermin circumst NEC Undetermin circumst NOS Undetermin poison-co NEC Unemployment Unequal leg length Unil cleft palat/lip-com Unil cleft palat/lip-inc Unil femoral hern w gang Unil femoral hern w obst Unilat cleft lip-imcompl Unilat cleft palate-inc Unilat femoral hernia Unilat ing hernia w gang Unilat ing hernia w obst Unilat inguinal hernia Unilateral small kidney Univrsl ulcertve colitis Uns lym leu wo ach rmsn Uns my leu wo ach rmsn Unsp ds conjuc viruses Unsp hemiplga domnt side Unsp hemiplga unspf side Unsp hmiplga nondmnt sde Unsp lym unsp xtrndl org Unsp rflx sympth dystrph Unspcf anm jaw cranl bse Unspcf anomaly jaw size Unspf acq deformity head Upper GI anomaly NEC Upper GI anomaly NOS Upper extremity aneurysm Upper extremity embolism Upper limb anomaly NEC Upper limb anomaly NOS Upper resp dis NEC/NOS Upr limb vessel anomaly Ureter injury-closed Ureteral anomaly NEC Ureteral fistula Ureteric obstruction NEC Urethr strict:infect NOS Urethral abscess Urethral calculus Urethral caruncle Urethral discharge Urethral false passage Urethral fistula Urethral stricture NEC Urethral stricture NOS Urethritis NEC Urge incontinence Urgency of urination Uric acid nephrolithias Urin tract infection NOS Urin-genital fistul, fem Urinary anomaly NOS Urinary calculus NOS Urinary frequency Urinary hesitancy Urinary incontinence NOS Urinary obstruction NEC Urinary obstruction NOS Urinostomy status NEC Urogenital trichomon NEC Urticaria NEC Urticaria NOS Uterine endometriosis Uterine inflam dis NOS Uterine leiomyoma NOS Uterine prolapse Uterine tumor-delivered Uterine tumor-postpartum Uterovag prolaps-complet Uterovag prolaps-incompl Utervaginal prolapse NOS Vac-dis combinations NEC Vaccin for disease NEC Vaccin for dtp + polio Vaccin for dtp + tab Vaccin for influenza Vaccin for leishmaniasis Vaccin for poliomyelitis Vaccin for rabies Vaccination for DTP-DTaP Vaccination for RSV Vaccination for Td-DT Vaccn/inoc viral dis NEC Vacuum extrac del aff NB Vaginal wall prolpse NOS Vaginismus Vaginitis NOS Varic vein leg,comp NEC Varicella complicat NEC Varicella pneumonitis Varicella uncomplicated Varices of other sites Varicos leg ulcer/inflam Vasc comp med care NEC Vasc comp mesenteric art Vasc comp renal artery Vasc dementia w delirium Vasc dementia w delusion Vasc dementia w depressn Vasc insuff intest NOS Vascular comp vessel NEC Vascular dementia,uncomp Vascular disorder, penis Vascular hamartomas Vascular myelopathies Vasectomy status Venereal dis contact Venomous spider bite Venous insufficiency NOS Venous thrombosis NOS Ventltr assoc pneumonia Ventral hernia NEC Ventral hernia NOS Ventricular fibrillation Ventricular flutter Ventricular sept defect Ventricular shunt status Vert fx NOS-cl w crd inj Vertbrobaslr artery synd Vertebral artery syndrom Vertebral fx NOS-closed Vertiginous synd NOS Vertigo Vescouretrl rflux unspcf Vestibular neuronitis Villonod synovit-l/leg Viral arthritis-pelvis Viral conjunctivitis NEC Viral dis contact NEC Viral encephalitis NEC Viral encephalitis NOS Viral enteritis NOS Viral exanthemata NEC Viral exanthemata NOS Viral hepat NOS w/o coma Viral infection NOS Viral meningitis NEC Viral meningitis NOS Viral pneumonia NEC Viral pneumonia NOS Viral warts NOS Viremia NOS Vis/ultraviol lght expos Visceral aneurysm NEC Visceral herpes simplex Visible peristalsis Visual discomfort Visual distortions NEC Visual disturbance NOS Visual disturbances NEC Visual field defect NEC Visual field defect NOS Visual loss NOS Visual loss, one eye NOS Visuospatial deficit Vitamin D deficiency NOS Vitamin Deficiency NOS Vitamin b deficiency NOS Vitiligo Vitreous degeneration Vitreous hemorrhage Vitreous opacities NEC Vocal cord disease NEC Vocal cord paralysis NOS Vocal cord/larynx polyp Vocal paral bilat part Vocal paral bilat total Vocal paral unilat part Vocal paral unilat total Voice/resonance dis NEC Volume depletion NOS Volvulus of intestine Vomiting alone Vomiting of fecal matter Vomiting post-gi surgery Von willebrand's disease Vrnt mgrn wo ntr mgr NEC Vscourtl rflx w npht NOS Vscurt rflx npht uniltrl Vulvodynia NOS Vulvr intraepth neopl II W/craft fall NEC-power W/crft fall NEC-pers NEC Wait adm to oth facility Walking an animal Walking,marching,hiking Wandering-dis elsewhere Water ski/wake boarding Water-skiing accident Watercraft acc NEC-power Watercraft acc NEC-skier Wbc disease NEC Wbc disease NOS Wegener's granulomatosis West Nile Fever w/enceph West Nile neuro man NEC Wheelchair dependence Wheezing Whooping cough NEC Woodworking machine acc Wound disruption NOS Wrist drop Wrng temp in applic/pack Wrong fluid in infusion Wtrcraft fall NEC-pasngr Wtrcraft fall NOS-pasngr Zoonotic bact dis NOS Zygomycosis
HADM_ID
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0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
In [19]:
feat_sub1_df.shape
Out[19]:
(58925, 6770)
In [20]:
feat_sub2_df = pd.read_sql('''SELECT a.HADM_ID, a.ADMISSION_TYPE, b.gender 
                              FROM ADMISSIONS a 
                              INNER JOIN PATIENTS b on a.SUBJECT_ID = b.SUBJECT_ID''',conn)
In [21]:
feat_sub2_df = pd.get_dummies(feat_sub2_df)
In [22]:
feat_sub2_df.head()
Out[22]:
HADM_ID ADMISSION_TYPE_ELECTIVE ADMISSION_TYPE_EMERGENCY ADMISSION_TYPE_NEWBORN ADMISSION_TYPE_URGENT GENDER_F GENDER_M
0 165315 0 1 0 0 1 0
1 152223 1 0 0 0 0 1
2 124321 0 1 0 0 0 1
3 161859 0 1 0 0 0 1
4 129635 0 1 0 0 0 1
In [23]:
feat_sub2_df.shape
Out[23]:
(58976, 7)
In [24]:
feat_df = pd.merge(feat_sub1_df, feat_sub2_df, left_on=['HADM_ID'], right_on=['HADM_ID'], how='inner')
In [25]:
feat_df.head()
Out[25]:
HADM_ID "ventilation" pneumonit 1st deg burn back 1st deg burn leg-mult 2 deg burn back of hand 24 comp weeks gestation 25-26 comp wks gestation 27-28 comp wks gestation 29-30 comp wks gestation 2nd deg burn arm NOS 2nd deg burn back 2nd deg burn face NEC 2nd deg burn finger 2nd deg burn foot 2nd deg burn forearm 2nd deg burn hand NOS 2nd deg burn lower leg 2nd deg burn mult finger 2nd deg burn mult site 2nd deg burn neck 2nd deg burn palm 2nd deg burn scalp 2nd deg burn shoulder 2nd deg burn upper arm 31-32 comp wks gestation 33-34 comp wks gestation 35-36 comp wks gestation 37+ comp wks gestation 3rd deg burn back 3rd deg burn chest wall 3rd deg burn elbow 3rd deg burn foot 3rd deg burn low leg 3rd deg burn shoulder 3rd deg burn thigh 40-49% bdy brn/3 deg NOS 50-59% bdy brn/3 deg NOS <24 comp wks gestation AMI NEC, initial AMI NEC, subsequent AMI NOS, initial AMI NOS, subsequent AMI NOS, unspecified AMI anterior wall, init AMI anterior wall,subseq AMI anterior wall,unspec AMI anterolateral, init AMI anterolateral,subseq AMI anterolateral,unspec AMI inferior wall, init AMI inferior wall,subseq AMI inferior wall,unspec AMI inferolateral, init AMI inferolateral,subseq AMI inferolateral,unspec AMI inferopost, initial AMI inferopost, subseq AMI lateral NEC, initial Ab ftl hrt rt/rh b/f lab Ab ftl hrt rt/rh dur lab Ab ftl hrt rt/rhy NOS Ab mammogram NOS Abdmnal mass generalized Abdmnal mass lft up quad Abdmnal mass lt lwr quad Abdmnal mass oth spcf st Abdmnal mass rt lwr quad Abdmnal mass rt upr quad Abdmnal mass unspcf site Abdmnal pain epigastric Abdmnal pain generalized Abdmnal pain lft up quad Abdmnal pain lt lwr quad Abdmnal pain oth spcf st Abdmnal pain periumbilic Abdmnal pain rt lwr quad Abdmnal pain rt upr quad Abdmnal pain unspcf site Abdmnal rgdt generalized Abdmnal rgdt unspcf site Abdmnal tndr rt upr quad Abdmnal tndr unspcf site Abdom aortic aneurysm Abdominal actinomycosis Abdominal aortic ectasia Abn amnion NEC aff NB Abn auditory funct study Abn basal metabol study Abn blood chemistry NEC Abn cardiovasc study NEC Abn clinical finding NEC Abn cns funct study NEC Abn cns funct study NOS Abn electroencephalogram Abn endocrine study NEC Abn find-body subst NEC Abn find-stool contents Abn finding-breast NEC Abn fnd-cerebrospinal fl Abn ftl hrt rate/rhy-del Abn function study NEC Abn gland pap smr vagina Abn glandular pap smear Abn glucose toler-deliv Abn glucose-antepartum Abn glucose-postpartum Abn involun movement NEC Abn kidney funct study Abn liver function study Abn pap cervix HPV NEC Abn pelv tis obstr-deliv Abn plac NEC/NOS aff NB Abn pulmonary func study Abn pupil function NOS Abn reac-organ rem NEC Abn react-anastom/graft Abn react-artif implant Abn react-blood sampling Abn react-cardiac cath Abn react-external stoma Abn react-fluid aspirat Abn react-gastric sound Abn react-limb amputat Abn react-org transplant Abn react-plast surg NEC Abn react-procedure NEC Abn react-procedure NOS Abn react-radiotherapy Abn react-renal dialysis Abn react-shock therapy Abn react-surg proc NEC Abn react-surg proc NOS Abn react-urinary cath Abn serum enzy level NEC Abn thyroid funct study Abn toxicologic finding Abn urine findings NEC Abn uterus NEC-delivered Abn uterus NEC-postpart Abnorm echoencephalogram Abnorm electrocardiogram Abnorm innervation synd Abnorm secretion gastrin Abnormal RBC NEC Abnormal findings NEC Abnormal glucose NEC Abnormal granulation NEC Abnormal loss of weight Abnormal reflex Abnormal sputum Abnormal weight gain Abnormalities of hair Abnormality of gait Abnorml tumor marker NEC Abnrml coagultion prfile Abrasion NEC Abrasion NEC-infected Abrasion foot & toe Abrasion foot/toe-infec Abrasion forearm Abrasion hand Abrasion head Abrasion hip & leg Abrasion hip/leg-infect Abrasion shoulder/arm Abrasion trunk Abscess of appendix Abscess of eyelid Abscess of liver Abscess of lung Abscess of mediastinum Abscess of prostate Abscess of thymus Abscess of vulva NEC Absence of menstruation Abuse by fther/stpfth/bf Ac DVT/emb distl low ext Ac DVT/emb prox low ext Ac DVT/embl low ext NOS Ac DVT/embl up ext Ac alcohol intox-contin Ac alcohol intox-episod Ac alcohol intox-remiss Ac alcohol intox-unspec Ac alcoholic hepatitis Ac apical periodontitis Ac append w peritonitis Ac cerebrovasc insuf NOS Ac diastolic hrt failure Ac dilation of stomach Ac duoden ulc perf-obstr Ac duoden ulc w hem-obst Ac duoden ulc w hem/perf Ac duodenal ulcer w hem Ac duodenal ulcer w perf Ac embl internl jug vein Ac embl subclav veins Ac embl suprfcl up ext Ac embl thorac vein NEC Ac emblsm axillary veins Ac emblsm up ext NOS Ac embolism veins NEC Ac epiglottitis no obstr Ac epiglottitis w obstr Ac ethmoidal sinusitis Ac frontal sinusitis Ac graft-versus-host dis Ac idiopath pericarditis Ac infect polyneuritis Ac ischemic hrt dis NEC Ac kidney fail-del w p/p Ac kidney fail-postpart Ac kidny fail, cort necr Ac kidny fail, medu necr Ac kidny fail, tubr necr Ac laryngitis w/o obst Ac leu un cl wo ach rmsn Ac lym leuk wo achv rmsn Ac margin ulc w hem-obst Ac marginal ulcer NOS Ac marginal ulcer w hem Ac marginal ulcer w perf Ac mastoiditis w/o compl Ac mastoiditis-compl NEC Ac maxillary sinusitis Ac miliary tb-histo dx Ac miliary tb-micro dx Ac mono leu wo achv rmsn Ac myl leuk wo achv rmsn Ac myocardit in oth dis Ac nephritis in oth dis Ac nonsup otitis med NOS Ac on chr diast hrt fail Ac on chr syst hrt fail Ac on chrn grft-vs-host Ac osteomyelitis NEC Ac osteomyelitis-ankle Ac osteomyelitis-hand Ac osteomyelitis-l/leg Ac osteomyelitis-mult Ac osteomyelitis-pelvis Ac osteomyelitis-shlder Ac osteomyelitis-up/arm Ac pelv peritonitis-fem Ac peptic ulc w perf-obs Ac peptic ulcer w hemorr Ac pericardit in oth dis Ac polio NOS-type NOS Ac posthemorrhag anemia Ac proliferat nephritis Ac pul manif d/t radiat Ac pyelonephr w med necr Ac pyelonephritis NOS Ac rapidly progr nephrit Ac resp flr fol trma/srg Ac rheumat hrt dis NEC Ac salpingo-oophoritis Ac sphenoidal sinusitis Ac stom ulc w perf-obst Ac stomac ulc w hem-obst Ac stomac ulc w hem/perf Ac stomach ulcer w hem Ac stomach ulcer w perf Ac supp OM w drum rupt Ac supp otitis media NOS Ac syst/diastol hrt fail Ac systolic hrt failure Ac tracheitis no obstruc Ac tracheitis w obstruct Ac uterine inflammation Ac vasc insuff intestine Ac/chr rsp flr fol tr/sg Ac/chr syst/dia hrt fail Ac/subac bact endocard Ac/subac endocardit NOS Acc cut in med care NEC Acc cut in med care NOS Acc cut/hem in injection Acc cut/hem in surgery Acc cut/hem w catheteriz Acc cut/hem w heart cath Acc cut/hem w scope exam Acc cut/hem-perfusn NEC Acc on industr premises Acc pois-oth anti-infect Acc pois-solid/liq NEC Acc pois-solid/liq NOS Acc poisn psychotrop NEC Acc poisn-alcohol bevrag Acc poisn-anticholinerg Acc poisn-anticonvulsant Acc poisn-benzdiaz tranq Acc poisn-cardiovasc agt Acc poisn-cns depres NEC Acc poisn-isopropyl alc Acc poisn-local anesthet Acc poisn-metabol agnt Acc poisn-muscl/resp agt Acc poisn-psychstimulant Acc poisn-skin/eent agnt Acc poisn-solvents NEC Acc poisn-sympatholytics Acc poisn-systemic agent Acc poisn-tranquilzr NEC Acc poison-acids Acc poison-adrenergics Acc poison-alcohol NOS Acc poison-analgesic NEC Acc poison-antibiotics Acc poison-antidepressnt Acc poison-arom analgesc Acc poison-barbiturates Acc poison-blood agent Acc poison-cleanser NEC Acc poison-cleanser NOS Acc poison-cns stimulant Acc poison-gas/vapor NEC Acc poison-gi agent Acc poison-hallucinogens Acc poison-heroin Acc poison-hormones Acc poison-methadone Acc poison-mushrooms Acc poison-opiates NEC Acc poison-plants NEC Acc poison-rodenticides Acc poison-salicylates Acc poison-sedatives NEC Acc poison-sedatives NOS Acc poison-soap products Acc poisoning-arsenic Acc poisoning-drug NEC Acc poisoning-drug NOS Acc-cutting instrum NEC Acc-cutting instrum NOS Acc-hot liquid & steam Acc-hot tap water Acc-hypodermic needle Acc-power hand tool NEC Acc-powered lawn mower Accessory auricle Accessory nerve disorder Accid in recreation area Accid in resident instit Accid on street/highway Accid punc/op lac dura Accid-caustic substance Accid-other hand tools Accident NEC Accident NOS Accident d/t tornado Accident in home Accident in place NEC Accident in place NOS Accident in public bldg Accident-paintball gun Accidental drowning NEC Accidental drowning NOS Accidental op laceration Acetonuria Achalasia & cardiospasm Achilles tendinitis Acidosis Acne NEC Acoustic nerve disorders Acq absence of hip joint Acq absence of lung Acq absence of organ NEC Acq absence of stomach Acq absence of teeth NOS Acq absence urinary trct Acq absnce breast/nipple Acq absnce cervix/uterus Acq absnce genital organ Acq acanthosis nigricans Acq ankle-foot def NEC Acq ankle-foot def NOS Acq arterioven fistula Acq atrophy ovary & tube Acq cardiac septl defect Acq chest deformity Acq coagul factor defic Acq deformity NEC Acq deformity of toe NEC Acq deformity of toe NOS Acq equinovarus Acq equinus deformity Acq esophag diverticulum Acq finger deformity NEC Acq finger deformity NOS Acq hemolytic anemia NOS Acq hip deformity NOS Acq knee deformity NEC Acq nasolacrml stenosis Acq nose deformity Acq part absnce pancreas Acq pelvic deformity Acq pyloric stenosis Acq spondylolisthesis Acq torsion dystonia NEC Acq total absnc pancreas Acquire absnce intestine Acquired absence kidney Acquired absence of eye Acquired hemophilia Acquired hypothyroid NEC Acrocephalosyndactyly Acromegaly and gigantism Act lym leuk w rmsion Act lymp leuk in relapse Act myel leuk in relapse Act myl leuk w rmsion Acte & chr cholecystitis Actinic keratosis Actinomycosis NEC Activity NEC Activity NOS Acu brnchlts d/t oth org Acu broncholitis d/t RSV Acute & chronc resp fail Acute HTR NOS Acute angl-clos glaucoma Acute appendicitis NOS Acute bronchitis Acute bronchospasm Acute chest syndrome Acute cholecystitis Acute conjunctivitis NOS Acute cor occlsn w/o MI Acute cor pulmonale Acute cystitis Acute dacryoadenitis Acute duodenal ulcer NOS Acute dystonia d/t drugs Acute endophthalmitis Acute esophagitis Acute gastritis w hmrhg Acute gastrtis w/o hmrhg Acute gc infect lower gu Acute gouty arthropathy Acute interstitial pneum Acute iridocyclitis NOS Acute kidney failure NEC Acute kidney failure NOS Acute lung edema NOS Acute lymphadenitis Acute myelitis NOS Acute myocarditis NOS Acute nasopharyngitis Acute necrosis of liver Acute nephritis NEC Acute nephritis NOS Acute otitis externa NEC Acute pain NEC Acute pain due to trauma Acute pancreatitis Acute parametritis Acute pericarditis NEC Acute pericarditis NOS Acute periodontitis Acute petrositis Acute pharyngitis Acute post-thoracot pain Acute postop pain NEC Acute prostatitis Acute respiratry failure Acute rheumatic endocard Acute rheumatic pericard Acute sinusitis NOS Acute stomach ulcer NOS Acute stress react NEC Acute stress react NOS Acute syphil meningitis Acute tonsillitis Acute uri NOS Adenoviral meningitis Adenovirus infect NOS Adhesions of iris NOS Adhesive capsulit shlder Adhesive pericarditis Adj cerebral vent shunt Adj dis-emotion/conduct Adj nerv syst device NEC Adjust dis w anxiety/dep Adjust disor/dis conduct Adjust neuropacemaker Adjustment dis w anxiety Adjustment reaction NEC Adjustment reaction NOS Adjustmnt dis w depressn Administrtve encount NEC Adrenal disorder NEC Adrenal disorder NOS Adrenal gland injury-cl Adrenal hypofunction NEC Adrenogenital disorders Adult emotnl/psych abuse Adult maltreatment NOS Adult physical abuse Adult sexual abuse Adv eff GI agent NEC Adv eff analgesic NOS Adv eff analgesics NEC Adv eff anallrg/antemet Adv eff ant pituitary Adv eff antacids Adv eff antconvl NEC/NOS Adv eff anti-parkinson Adv eff antiasthmatics Adv eff antibiotic NOS Adv eff antibiotics NEC Adv eff anticoagulants Adv eff antidepressants Adv eff antifung antbiot Adv eff antihyperten agt Adv eff antilipemics Adv eff antimalarials Adv eff antimycobac NEC Adv eff antineop antbiot Adv eff antineoplastic Adv eff antinfct NEC/NOS Adv eff antipsychotc NEC Adv eff antirheumatics Adv eff antithyroid agnt Adv eff antiviral drugs Adv eff antmycob antbiot Adv eff antprotazoal NEC Adv eff arom analgsc NEC Adv eff autonom agnt NOS Adv eff barbiturates Adv eff benzodiaz tranq Adv eff biologic NEC/NOS Adv eff blood agent NEC Adv eff blood products Adv eff butyrophen tranq Adv eff card rhyth regul Adv eff cardiotonics Adv eff cardiovasc NEC Adv eff cathartics NEC Adv eff cephalosporin Adv eff cholinergics Adv eff cns muscl depres Adv eff cns stimulnt NEC Adv eff coagulants Adv eff coronary vasodil Adv eff corticosteroids Adv eff dietetics Adv eff diuretics NEC Adv eff electrolyte agnt Adv eff emollient/demulc Adv eff ent anti-inf/drg Adv eff enzymes NEC Adv eff erythromycin Adv eff expectorants Adv eff fibrinolysis agt Adv eff gamma globulin Adv eff gas anesthet NEC Adv eff gen anes NEC/NOS Adv eff hormones NEC/NOS Adv eff hydantoin deriv Adv eff insulin/antidiab Adv eff intraven anesth Adv eff iron & compounds Adv eff loc anes NEC/NOS Adv eff loc anti-infectv Adv eff med/biol NEC/NOS Adv eff medicinal NEC Adv eff medicinal NOS Adv eff methadone Adv eff musc agt NEC/NOS Adv eff nerve-block anes Adv eff non-narc analgsc Adv eff opiat antagonist Adv eff opiates Adv eff ovarian hormones Adv eff oxazolidin deriv Adv eff parasympatholytc Adv eff penicillins Adv eff phenothiaz tranq Adv eff post pituitary Adv eff psychostimulants Adv eff psychotropic NEC Adv eff psychotropic NOS Adv eff purine diuretics Adv eff quinoline Adv eff salicylates Adv eff saluretics Adv eff sedat/hypnot NEC Adv eff sedat/hypnot NOS Adv eff skelet musc relx Adv eff smooth musc relx Adv eff spinal anesthet Adv eff sulfonamides Adv eff sympatholytics Adv eff sympathomimetics Adv eff systemic agt NEC Adv eff tetracycline Adv eff topic/infil anes Adv eff tranquilizer NEC Adv eff uric acid metab Adv eff vasodilators NEC Adv eff viral vacc NEC Adv eff vitamin k Adv eff vitamins NEC Adverse effect NEC Adverse food react NEC Aft surg circ syst NEC Aftcr explantatn jt pros Aftercare joint replace Aftercare neoplasm surg Aftercare organ transplt Aftercare path fx hip Aftrcare inj/trauma surg Aftrcare path fx low arm Aftrcare path fx low leg Aftrcare path fx vertebr Aftrcare traum fx up arm Aftrcare traum fx up leg Aftrce traum fx bone NEC Aftrcre traum fx arm NOS Aftrcre traum fx low arm Aftrcre traum fx low leg Aftrcre traum fx vertebr Aftrcre traumatic fx hip Agenesis of lung Aggres periodontitis NOS Aggres periodontitis,loc Agoraphobia w panic dis Agoraphobia w/o panic Air embol comp med care Air embolism Alchl gastrtis w/o hmrhg Alchl gstritis w hmrhg Alcoh dep NEC/NOS-contin Alcoh dep NEC/NOS-episod Alcoh dep NEC/NOS-remiss Alcoh dep NEC/NOS-unspec Alcoh psy dis w hallucin Alcohol abuse-continuous Alcohol abuse-episodic Alcohol abuse-in remiss Alcohol abuse-unspec Alcohol amnestic disordr Alcohol cirrhosis liver Alcohol liver damage NOS Alcohol mental disor NEC Alcohol persist dementia Alcohol withdrawal Alcoholic cardiomyopathy Alcoholic fatty liver Alcoholic polyneuropathy Alcoholism in family Alexia and dyslexia Alkalosis Allerg alveol/pneum NEC Allerg alveol/pneum NOS Allerg rhinitis-cat/dog Allergic purpura Allergic rhinitis NEC Allergic rhinitis NOS Allergic urticaria Allergy, unspecified Allrgic gastro & colitis Alopecia NEC Alopecia NOS Alopecia areata Alpha thalassemia Alpha-1-antitrypsin def Alrgc brncpul asprglosis Alteration of sensations Altered mental status Alveol pneumonopathy NEC Alveol pneumonopathy NOS Alveolitis of jaw Alzheimer's disease Amblyopia NOS Amer flag/touch football Amino-acid transport dis Amnestic disord oth dis Amniotic embolism-deliv Amp below elb, unil-comp Amphetamin depend-contin Amphetamin depend-remiss Amphetamin depend-unspec Amphetamine abuse-contin Amphetamine abuse-remiss Amphetamine abuse-unspec Amput above knee, unilat Amput abv elb, unil-comp Amput abv elbow, unilat Amput abv kn, unil-compl Amput arm, unil NOS-comp Amput below elb, unilat Amput below knee, unilat Amput foot, unilat-compl Amputat leg, bilat-compl Amputat stump compl NEC Amputation finger Amputation finger-compl Amputation foot, unilat Amputation thumb Amputation thumb-compl Amyloidosis NEC Amyloidosis NOS Amyotrophic sclerosis Anaerobic septicemia Anal & rectal abscess Anal & rectal polyp Anal fissure Anal fistula Anal or rectal pain Anal spasm Anaphyl d/t adm bld/prod Anaplastic lymph xtrndl Anemia NEC Anemia NOS Anemia d/t antineo chemo Anemia in chr kidney dis Anemia in neoplastic dis Anemia of prematurity Anemia-antepartum Anemia-delivered Anemia-delivered w p/p Anemia-other chronic dis Anemia-postpartum Aneurysm NEC Aneurysm coronary vessel Aneurysm of heart Aneurysm of heart NEC Aneurysm of neck Angina pectoris NEC/NOS Angio intes w hmrhg Angio intes w/o hmrhg Angio stm/dudn w hmrhg Angio stm/dudn w/o hmrhg Angioneurotic edema Angiopathy in other dis Anim drawn veh-pers NEC Animal bite NEC Anisocoria Ankle enthesopathy NEC Ankylosing spondylitis Ankylosis-lower/leg Ankylosis-pelvis Anodontia Anom anter seg NEC-eye Anomal skull/face bones Anomalies of aortic arch Anomalies of diaphragm Anomalies of foot NEC Anomalies of inner ear Anomalies of ovaries Anomalies of spleen Anomalies of toes NEC Anomalies of urachus Anomalous av excitation Anomaly of spine NEC Anomaly of spine NOS Anorexia Anorexia nervosa Anoxic brain damage Anphyl react oth sp food Anphyl react tr nts seed Anphylct react crstacns Anphylct react frts veg Anphylct react milk prod Anphylct react peanuts Anphylct reaction fish Ant disl prox tibia-open Ant disloc hip NEC-clos Ant disloc humerus-close Ant disloc prox tibia-cl Ant pituit hyperfunc NEC Antenatal screening NOS Antepart malpres aff NB Anter pituitary dis NEC Anterior cord synd/c1-c4 Anterior cord synd/c5-c7 Antidepress abuse-remiss Antidepress abuse-unspec Antin chemo indcd pancyt Antineoplastic chemo enc Antisocial personality Anxiety disorder oth dis Anxiety state NEC Anxiety state NOS Aortic aneurysm NOS Aortic atherosclerosis Aortic atresia/stenosis Aortic valve disorder Aortocoronary bypass Aphasia Aphonia Aplastic anemia NOS Aplastic anemias NEC Apnea Appendicitis NOS Arom amin-acid metab NEC Arterial branch occlus Arterial disease NEC Arterial disease NOS Arterial embolism NEC Arterial embolism NOS Arterioven fistu pul ves Arteritis NOS Arthralgia TMJ Arthrodesis status Arthrop w noninf GI dis Arthrop w oth dis NEC Arthropath w hematol dis Arthropathy NEC-ankle Arthropathy NEC-unspec Arthropathy NOS-ankle Arthropathy NOS-forearm Arthropathy NOS-hand Arthropathy NOS-l/leg Arthropathy NOS-mult Arthropathy NOS-oth site Arthropathy NOS-pelvis Arthropathy NOS-shlder Arthropathy NOS-unspec Arthropathy w nerve dis Arthroscopc conv to open Artif open status NEC Artif open status NOS Asbestosis Ascariasis Ascending colon inj-open Ascites NEC Ascorbic acid deficiency Ascvd Asept necrosis bone NEC Asept necrosis bone NOS Aseptic necrosis femur Aseptic necrosis humerus Aseptic necrosis of jaw Aspergillosis Asphyxia Asphyxiation/strangulat Assault NEC Assault NOS Assault-cutting instr Assault-explosive NOS Assault-firearm NEC Assault-handgun Assault-hanging/strangul Assault-pois w medic agt Assault-shotgun Assault-striking w obj Assault-submersion Asthma NOS Asthma NOS w (ac) exac Asthma w status asthmat Asy bacteriuria-antepart Asymp hiv infectn status Asympt postmeno status Asympt varicose veins Ataxia Ath ext autologs bps gft Ath ext nonautlg bps gft Ath ext ntv art gngrene Ath ext ntv art ulcrtion Ath ext ntv at w claudct Ath ext ntv at w rst pn Atheroembolism, kidney Atheroembolism, site NEC Atheroembolism,lower ext Atherosclerosis NEC Atherosclerosis NOS Athrsc extrm ntv art oth Athscl extrm bps gft NOS Athscl extrm ntv art NOS Atony of bladder Atresia large intestine Atresia small intestine Atrial fibrillation Atrial flutter Atrial premature beats Atrioven block-mobitz ii Atriovent block NOS Atriovent block complete Atriovent block-1st degr Atrophic vaginitis Atrph gastritis w hmrhg Atrph gastrtis w/o hmrhg Atten to colostomy Atten to cystostomy Atten to enterostomy NEC Atten to gastrostomy Atten to ileostomy Atten to tracheostomy Atten to urinostomy NEC Attn defic nonhyperact Attn deficit w hyperact Attn rem surg dressing Attn to artif open NEC Atypical face pain Atypical manic disorder Aut neuropthy in oth dis Autistic disord-current Autoimmun hemolytic anem Autoimmun lymphprof synd Autoimmune disease NEC Autoimmune hepatitis Autonomic dysreflexia Autonomic nerve dis NEC Autosomal anomalies NEC Autosomal deletions NEC Av block-2nd degree NEC Avulsion of eye Await organ transplnt st B-complex defic NEC B12 defic anemia NEC BMI 25.0-25.9,adult BMI 26.0-26.9,adult BMI 27.0-27.9,adult BMI 28.0-28.9,adult BMI 29.0-29.9,adult BMI 30.0-30.9,adult BMI 31.0-31.9,adult BMI 32.0-32.9,adult BMI 33.0-33.9,adult BMI 34.0-34.9,adult BMI 35.0-35.9,adult BMI 36.0-36.9,adult BMI 37.0-37.9,adult BMI 38.0-38.9,adult BMI 39.0-39.9,adult BMI 40.0-44.9, adult BMI 45.0-49.9, adult BMI 50.0-59.9, adult BMI 60.0-69.9, adult BMI 70 and over, adult BMI between 19-24,adult BMI less than 19,adult BPH NOS w ur obs/LUTS BPH NOS w/o ur obs/LUTS BPH w urinary obs/LUTS BPH w/o urinary obs/LUTS Babesiosis Back contusion Back disorder NOS Backache NOS Backgrnd retinopathy NOS Bact pleur/effus not TB Bacteremia Bacteremia of newborn Bacteria dis carrier NEC Bacterial diseases NEC Bacterial enteritis NOS Bacterial infection NOS Bacterial meningitis NOS Bacterial pneumonia NOS Bacteroides fragilis Balanitis xerotica oblit Balanoposthitis Band-shaped keratopathy Bandemia Bariatric surgery status Barrett's esophagus Bartholin's gland cyst Bartonellosis Baseball Basilar artery syndrome Basketball Batter by non-relative Batter by other relative Batter by spouse/partner Battering by child Bdy brn < 10%/3d deg NOS Bed confinement status Behcet arthritis-unspec Behcet's syndrome Bell's palsy Ben carcinoid appendix Ben carcinoid bronc/lung Ben hy kid w cr kid I-IV Ben hyp ht/kd I-IV w hf Ben hyp ht/kd stg V w hf Ben hyp kid w cr kid V Ben neo GI tract NEC/NOS Ben neo cerebr meninges Ben neo fallopian tube Ben neo fem genital NEC Ben neo islets langerhan Ben neo liver/bile ducts Ben neo long bones leg Ben neo major salivary Ben neo nasal cav/sinus Ben neo peritoneum Ben neo scalp/skin neck Ben neo skull/face bone Ben neo soft tis abdomen Ben neo soft tis pelvis Ben neo soft tis thorax Ben neo soft tissue head Ben neo soft tissue leg Ben neo spinal meninges Bengn carcinoid oth site Benign carcinoid ileum Benign carcinoid rectum Benign carcinoid stomach Benign hyp ht dis w hf Benign hyp ht dis w/o hf Benign hypertension Benign neo bronchus/lung Benign neo corpus uteri Benign neo cranial nerve Benign neo esophagus Benign neo larynx Benign neo mediastinum Benign neo mouth NEC/NOS Benign neo parathyroid Benign neo pituitary Benign neo skin arm Benign neo skin eyelid Benign neo skin face NEC Benign neo skin leg Benign neo skin trunk Benign neo spinal cord Benign neo trachea Benign neo vertebrae Benign neopl rectum/anus Benign neoplasm NEC Benign neoplasm adrenal Benign neoplasm brain Benign neoplasm breast Benign neoplasm heart Benign neoplasm kidney Benign neoplasm lg bowel Benign neoplasm ovary Benign neoplasm pancreas Benign neoplasm skin NOS Benign neoplasm sm bowel Benign neoplasm stomach Benign neoplasm thymus Benign neoplasm thyroid Benign neoplasm tongue Benign parxysmal vertigo Benign renovasc hyperten Bereavement, uncomplicat Beriberi Beta thalassemia Biceps tendon rupture Bicipital tenosynovitis Bike riding Bil femoral hern w obstr Bilat bb block NEC Bilat clft palat/lip-com Bilat clft palat/lip-inc Bilat ing hernia w obst Bilat inguinal hernia Biliary & liver anom NEC Biliary & liver anom NOS Biliary cirrhosis Biliary tract injury-cl Biliary tract injury-opn Bilious emesis Bipo I sin man-sev w psy Bipol I cur depres NOS Bipol I cur depress-mild Bipol I curr dep w/o psy Bipol I currnt dep w psy Bipol I currnt manic NOS Bipol I manic-sev w psy Bipol I single manic NOS Bipolar disorder NEC Bipolar disorder NOS Bipolor I current NOS Birth asphyxia NOS Birth trauma NEC Black eye NOS Blad diverticulum calcul Bladder calculus NEC Bladder disorder NOS Bladder exstrophy Bladder neck obstruction Bladder neoplasm NOS Bladder replacement NEC Bladder rupt, nontraum Bladder wall hemorrhage Bladder/urethra inj-clos Bladder/urethra inj-open Blastomycosis Bleed esoph var oth dis Blepharitis NOS Blepharospasm Blindness NOS, both eyes Blindness, one eye Blindness/low vision Blister finger Blister foot & toe Blister foot & toe-infec Blister forearm Blister hand Blister head Blister hip & leg Blister shoulder & arm Blister trunk Blood asp w resp sympt Blood disease NOS Blood diseases NEC Blood in stool Blood inf dt cen ven cth Blood vessel replac NEC Boat acc inj NEC-power Boat acc inj NEC-skier Boat inj NEC-person NEC Bone & cartilage dis NEC Bone & cartilage dis NOS Bone cyst NEC Bone infect NEC-mult Bone infect NEC-oth site Bone infect NOS-ankle Bone injury NEC at birth Bone involv in oth dis Bone/skin neoplasm NOS Borderline personality Both eyes blind-who def Botulism food poisoning Boxing Brach plexus inj-birth Brachial neuritis NOS Brachial plexus injury Brachial plexus lesions Brain anomaly NEC Brain condition NOS Brain conditions NEC Brain death Brain hem NEC w opn wnd Brain hem NEC w/o coma Brain hem NEC-brief coma Brain hem NEC-coma NOS Brain hem NEC-concussion Brain hem NEC-deep coma Brain hem NEC-proln coma Brain hem open-coma NOS Brain hem opn-proln coma Brain inj NEC-brief coma Brain inj NEC-coma NOS Brain inj NEC-deep coma Brain inj NEC-mod coma Brain inj NEC-proln coma Brain injury NEC Brain injury NEC-no coma Brain lac NEC w open wnd Brain lac NEC-brief coma Brain lac NEC-deep coma Brain lac NEC-proln coma Brain lacer NEC w/o coma Brain lacer NEC-coma NOS Brain lacer NEC-concuss Brain lacer NEC-mod coma Brain laceration NEC Brain neoplasm NOS Branch cleft sinus/fistu Branchial cleft cyst Breast disorder NOS Breast prosth malfunc Breast replacement Breech del/extrac aff NB Breech presentat-deliver Brkt tmr unsp xtrndl org Broke prosthtc jt implnt Broken tooth-complicated Broken tooth-uncomplic Bronchiectas w/o ac exac Bronchiectasis w ac exac Bronchitis NOS Bronchopneumonia org NOS Brst reconst fol mastect Brucellosis NOS Bsl cel skn face NEC/NOS Bsl cell ca scalp/skn nk Budd-chiari syndrome Building & construction Bulimia nervosa Bullous dermatoses NEC Bullous myringitis Bundle branch block NOS Bunion Buphthal w oth eye anom Buphthalmos NOS Burkitt's tumor abdom Burkitt's tumor axilla Burkitt's tumor head Burkitt's tumor mult Burkitt's tumor thorax Burn NOS abdominal wall Burn NOS back Burn NOS finger Burn NOS head-unspec Burn NOS lower leg Burn NOS neck Burn NOS trunk NEC Burn larynx/trachea/lung Burn of GI tract Burn of esophagus Bursitis NEC Buttock contusion C1-c4 fx-cl/ant cord syn C1-c4 fx-cl/cen cord syn C1-c4 fx-cl/com cord les C1-c4 fx-cl/cord inj NEC C1-c4 fx-cl/cord inj NOS C1-c4 fx-op/cord inj NOS C1-c4 spin cord inj NEC C1-c4 spin cord inj NOS C5-c7 fx-cl/ant cord syn C5-c7 fx-cl/cen cord syn C5-c7 fx-cl/com cord les C5-c7 fx-cl/cord inj NEC C5-c7 fx-cl/cord inj NOS C5-c7 fx-op/com cord les C5-c7 spin cord inj NEC C5-c7 spin cord inj NOS CHF NOS CV dis NEC preg-deliver CV dis NEC-antepartum CV dis NEC-deliver w p/p CV dis NEC-postpartum Ca in situ GI NEC/NOS Ca in situ anus NOS Ca in situ bladder Ca in situ breast Ca in situ bronchus/lung Ca in situ cervix uteri Ca in situ esophagus Ca in situ liver/biliary Ca in situ oral cav/phar Ca in situ prostate Ca in situ skin NOS Ca in situ skin arm Ca in situ skin trunk Ca in situ stomach Ca in situ urinary NEC Cachexia Calcaneal spur Calcif tendinitis shlder Calcium deposit tendon Calculus of kidney Calculus of ureter Candidal endocarditis Candidal enteritis Candidal esophagitis Candidal meningitis Candidal vulvovaginitis Candidias urogenital NEC Candidiasis of lung Candidiasis site NEC Candidiasis site NOS Cannabis abuse-contin Cannabis abuse-episodic Cannabis abuse-in remiss Cannabis abuse-unspec Cannabis depend-contin Cannabis depend-unspec Capillary dis NEC/NOS Carbuncle NOS Carbuncle of buttock Carbuncle of leg Carbuncle of trunk Carcinoid syndrome Carcinoma in situ vagina Cardiac arrest Cardiac dysrhythmia NOS Cardiac dysrhythmias NEC Cardiac murmurs NEC Cardiac tamponade Cardiogenic shock Cardiomegaly Cardiomyopath in oth dis Cardiovas sys symp NEC Carotid sinus syndrome Carpal tunnel syndrome Carrier NEC Cataract NEC Cataract NOS Cataract extract status Cataract w radiation Catatonia-chr/exacerb Catatonia-chronic Catatonia-unspec Cauda equina injury Cauda equina synd NOS Caught between objects Causalgia lower limb Celiac art compress syn Celiac disease Cellulitis NOS Cellulitis of arm Cellulitis of buttock Cellulitis of face Cellulitis of foot Cellulitis of hand Cellulitis of leg Cellulitis of neck Cellulitis of pharynx Cellulitis of trunk Cellulitis, finger NOS Cellulitis, site NEC Cellulitis, toe NOS Cellulitis/abscess mouth Cent retina artery occlu Cent serous retinopathy Central cord synd/c1-c4 Central cord synd/c5-c7 Central origin vertigo Central pain syndrome Central scotoma Cereb degen in child NEC Cereb degeneration NEC Cereb degeneration NOS Cerebel atax in oth dis Cerebel contus w opn wnd Cerebel contus-deep coma Cerebel contus-prol coma Cerebel lacer-brief coma Cerebel/brain stm contus Cerebell contus w/o coma Cerebell contus-brf coma Cerebell contus-coma NOS Cerebellar ataxia NEC Cerebral arteritis Cerebral atherosclerosis Cerebral cortx contusion Cerebral cysts Cerebral edema Cerebral hem at birth Cerebral lipidoses Cerebral palsy NEC Cerebral palsy NOS Cerebrosp fluid otorrhea Cerebrospinal rhinorrhea Cerebrovasc dis-antepart Cerebrovasc dis-postpart Cerebrovasc disease NEC Cerebrovasc disease NOS Cerebrovascular anomaly Cerebvas dis-deliv w p/p Cerv disc dis w myelopat Cerv spondyl w myelopath Cervical disc degen Cervical disc displacmnt Cervical incompet-deliv Cervical root injury Cervical spinal stenosis Cervical spondylosis Cervical syndrome NEC Cervicalgia Cervicitis Cervix/fem gen anom NEC Cervix/fem gen anom NOS Cesarean delivery aff NB Ch DVT/embl dstl low ext Ch DVT/embl low ext NOS Ch DVT/embl prox low ext Ch DVT/embl up ext Ch embl internl jug vein Ch embl thorac vein NEC Ch emblsm axillary veins Ch emblsm subclav veins Ch emblsm suprfcl up ext Ch emblsm veins NEC Ch lym leuk wo achv rmsn Ch mgr wo ar wo nt wo st Ch myl leuk wo achv rmsn Ch ob asthma w stat asth Ch obst asth w (ac) exac Chagas disease of heart Chalazion Changes in skin texture Chemical dermatitis NEC Chemotherapy follow-up Chest pain NEC Chest pain NOS Chest swelling/mass/lump Cheyne-stokes respiratn Child abuse NOS Child abuse by pers NEC Chills (without fever) Chlamydial infection NOS Choanal atresia Cholangitis Cholecystitis NOS Choledochlith NOS w obst Choledochlith/ac gb-obst Choledochlith/gb NEC-obs Choledochlith/gb inf NEC Choledocholith/ac gb inf Choledocholithiasis NOS Cholelith w ac cholecyst Cholelith w cholecys NEC Cholelith/ac gb inf-obst Cholelith/gb inf NEC-obs Cholelithias NOS w obstr Cholelithiasis NOS Choleperitonitis Cholera carrier Cholesteatoma extern ear Cholesterin granuloma Chondritis of pinna Chondrocalc NOS-forearm Chondrocalc NOS-oth site Chondrocalcin NOS-ankle Chondrocalcin NOS-l/leg Chondrocalcin NOS-mult Chondrocalcin NOS-pelvis Chondrocalcin NOS-unspec Chondrodystrophy Chordae tendinae rupture Chorea NEC Chorioamnionitis aff NB Chorioretinitis NOS Chr T & A dis NEC Chr T & A dis NOS Chr airway obstruct NEC Chr allrg conjunctiv NEC Chr angle-clos glaucoma Chr apical periodontitis Chr blood loss anemia Chr congest splenomegaly Chr conjunctivitis NOS Chr diastolic hrt fail Chr duod ulc hem/perf-ob Chr duoden ulc hem-obstr Chr duoden ulc hem/perf Chr duoden ulc perf-obst Chr duoden ulcer w hem Chr duoden ulcer w perf Chr duodenal ulcer NOS Chr ethmoidal sinusitis Chr factitious illness Chr frontal sinusitis Chr gouty atroph w tophi Chr gouty atrph wo tophi Chr inflam polyneuritis Chr interstit cystitis Chr ischemic hrt dis NEC Chr ischemic hrt dis NOS Chr kidney dis stage III Chr kidney dis stage IV Chr lym leuk w rmsion Chr lymp leuk in relapse Chr lymphocyt thyroidit Chr margin ulc w hem-obs Chr marginal ulc w perf Chr marginal ulcer w hem Chr maxillary sinusitis Chr membranoprolif nephr Chr membranous nephritis Chr mycot otitis externa Chr myel leuk in relapse Chr myl leuk w rmsion Chr nephritis in oth dis Chr osteomyelit NEC Chr osteomyelit-ankle Chr osteomyelit-forearm Chr osteomyelit-l/leg Chr osteomyelit-mult Chr osteomyelit-pelvis Chr osteomyelit-up/arm Chr otitis externa NEC Chr passiv congest liver Chr peptic ulc w hem-obs Chr peptic ulcer w hem Chr proliferat nephritis Chr pul manif d/t radiat Chr pulmon heart dis NEC Chr pulmon heart dis NOS Chr pulmonary embolism Chr pyeloneph w med necr Chr pyelonephritis NOS Chr rapid progr nephrit Chr rheumatic pericard Chr salpingo-oophoritis Chr sphenoidal sinusitis Chr stom ulc w hem-obstr Chr stomach ulc NOS-obst Chr stomach ulc hem/perf Chr stomach ulc w hem Chr stomach ulcer NOS Chr stomach ulcer w perf Chr syst/diastl hrt fail Chr systolic hrt failure Chr thyroiditis NEC/NOS Chr tot occl art extrem Chr tot occlus cor artry Chr uterine inflammation Chr vasc insuff intest Chrnc hpt C w hepat Coma Chrnc hpt C wo hpat coma Chro kidney dis stage I Chro kidney dis stage II Chromosome anomaly NOS Chron kidney dis stage V Chron periodontitis,gen Chron post-thoracot pain Chronc gingititis,plaque Chronc graft-vs-host dis Chronc pain d/t trauma Chronc periodontitis NOS Chronic bronchitis NEC Chronic bronchitis NOS Chronic cholecystitis Chronic cluster headache Chronic cystitis NEC Chronic endophthalmitis Chronic fatigue syndrome Chronic hepatitis NEC Chronic hepatitis NOS Chronic hypotension Chronic kidney dis NOS Chronic liver dis NEC Chronic liver dis NOS Chronic lymphadenitis Chronic mastoiditis Chronic meningitis Chronic nephritis NEC Chronic nephritis NOS Chronic obst asthma NOS Chronic pain NEC Chronic pain syndrome Chronic pancreatitis Chronic parametritis Chronic peptic ulcer NOS Chronic pneumothorax Chronic postop pain NEC Chronic prostatitis Chronic respiratory fail Chronic rhinitis Chronic sinusitis NEC Chronic sinusitis NOS Chronic skin ulcer NEC Chronic skin ulcer NOS Chronic tension headache Chronic tonsillitis Circadian rhym oth dis Circulatory anomaly NEC Circulatory disease NEC Circulatory disease NOS Circumscribe scleroderma Cirrhosis of liver NOS Civilian activity-income Cl lumbar fx w cord inj Cl sk base fx/br inj NEC Cl sk w oth fx/cereb lac Cl skl base fx-deep coma Cl skl base fx-prol coma Cl skl base fx/cereb lac Cl skl base fx/menin hem Cl skl fx NEC-proln coma Cl skl fx NEC/mening hem Cl skl vlt fx-concus NOS Cl skl vlt fx-proln coma Cl skl vlt fx/cerebr lac Cl skl vlt fx/mening hem Cl skl w oth fx w/o coma Cl skl w oth fx-brf coma Cl skl w oth fx-coma NOS Cl skl w oth fx-mod coma Cl skl/oth fx/mening hem Cl skul base fx w/o coma Cl skul base fx-brf coma Cl skul base fx-coma NOS Cl skul base fx-mod coma Cl skul base fx/brf coma Cl skul fx NEC-deep coma Cl skul fx w oth bone fx Cl skul vlt fx-deep coma Cl skul w oth fx/hem NEC Cl skul/oth fx-deep coma Cl skull base fx-concuss Cl skull base fx/hem NEC Cl skull fx NEC w/o coma Cl skull fx NEC-brf coma Cl skull fx NEC-coma NOS Cl skull vlt fx w/o coma Cl skull vlt fx-brf coma Cl skull vlt fx-coma NOS Cl skull vlt fx-mod coma Cl skull vlt fx/hem NEC Clavicle fx at birth Claw toe Cleft lip NOS Cleft palate & lip NEC Cleft palate & lip NOS Cleft palate NOS Clonorchiasis Clos skull base fracture Close skull fracture NEC Closed skull vault fx Clostridium perfringens Cluster headache syn NOS Cmp int orth dev/gft NOS Cns abscess NOS Cns complic-del w p/p Cns demyelination NEC Cns demyelination NOS Cns disorder NEC Cns disorder NOS Cns dysfunction syn NB Cnsl victm partner abuse Cntct/exp hazrd metl NEC Cntrl sleep apnea ot dis Coag def hemorr-antepart Coag def hemorr-deliver Coagulat defect NEC/NOS Coagulation def-antepart Coagulation def-deliv Coagulation def-postpart Coal workers' pneumocon Coarctation of aorta Cocaine abuse-continuous Cocaine abuse-episodic Cocaine abuse-in remiss Cocaine abuse-unspec Cocaine depend-contin Cocaine depend-episodic Cocaine depend-remiss Cocaine depend-unspec Coccidioidomycosis NOS Cognition sign/sympt NEC Colles' fracture-closed Colles' fracture-open Colon injury NEC-closed Colon injury NOS-closed Colon injury NOS-open Color deficiency NEC Colostomy status Colosty/enter comp-mech Colosty/enterost infectn Colstmy/enteros comp NEC Colstomy/enter comp NOS Coma Comb drug dep NEC-contin Comb drug dep NEC-remiss Comb drug dep NEC-unspec Comb endocr dysfunct NEC Common truncus Common variabl immunodef Communic dis contact NEC Communicat hydrocephalus Comp intest pouch NEC Comp intestine transplnt Comp organ transplnt NOS Comp oth organ transplnt Comp tp organ-stem cell Comp-genitourin dev/grft Comp-heart valve prosth Comp-int prost devic NEC Comp-internal joint pros Comp-nerv sys dev/graft Comp-oth cardiac device Comp-oth int ortho devic Comp-oth vasc dev/graft Comp-periton dialys cath Comp-ren dialys dev/grft Comp-unsp device/graft Compl del NEC aff NB Compl heart transplant Compl kidney transplant Compl liver transplant Compl lung transplant Compl marrow transplant Compl pancreas transplnt Compl reattached finger Compl transpos great ves Complcation-insulin pump Complete edentulism NOS Complete les cord/c5-c7 Complic med care NEC/NOS Complication cns device Compression of brain Compression of vein Concus-brief coma <31 mn Concussion NOS Concussion w coma NOS Concussion w/o coma Concussion-deep coma Concussion-moderate coma Cond hear loss comb type Condctv hear loss, bilat Condctv hear loss,unilat Conditn influ health NEC Conduc hear loss mid ear Conduct disturbance NOS Conduct hearing loss NOS Conduction disorder NEC Conduction disorder NOS Condyloma acuminatum Cong absence ext ear Cong absence of vertebra Cong anom of aorta NEC Cong anom of aorta NOS Cong aorta valv insuffic Cong aorta valv stenosis Cong bowing leg NOS Cong breast anomaly NEC Cong chorioretinal degen Cong cntrl hypovent synd Cong corneal opacit NEC Cong cystic liver dis Cong cytomegalovirus inf Cong def clot factor NEC Cong esoph fistula/atres Cong face/neck anom NEC Cong face/neck anom NOS Cong factor IX disorder Cong factor viii diord Cong factor xi disorder Cong foot deform NEC Cong genu recurvatum Cong heart anomaly NEC Cong heart anomaly NOS Cong hered musc dystrphy Cong hip deformity NEC Cong hip disloc w sublux Cong hip disloc, unilat Cong hip sublux, bilat Cong hip sublux, unilat Cong knee deformity Cong knee dislocation Cong mitral insufficienc Cong obst ureteroves jnc Cong postural deformity Cong pulmon valv atresia Cong pulmon valve stenos Cong pyloric stenosis Cong skin pigment anomal Cong skull/face/jaw def Cong subaortic stenosis Cong tricusp atres/sten Cong/herid thromb purpra Congen CV dis-del w p/p Congen abn uter-postpart Congen bronchiectasis Congen fusion of spine Congen hip disloc, bilat Congen obst urtroplv jnc Congen urethral stenosis Congenital anemia Congenital anomaly NOS Congenital cataract NOS Congenital chordee Congenital cystic lung Congenital diplegia Congenital eyelid deform Congenital heart block Congenital hemiplegia Congenital hydrocele Congenital hydrocephalus Congenital hypothyroidsm Congenital infec NEC Congenital neutropenia Congenital pes planus Congenital pneumonia Congenital ptosis Congenital quadriplegia Congenital renal cyst Congenital torticollis Congenital ureterocele Congn anoml abd wall NEC Conjunctiva disorder NEC Conjunctiva disorder NOS Conjunctiva vasc anomaly Conjunctival cysts Conjunctival edema Conjunctival hemorrhage Conjunctivitis NEC Conjunctivitis NOS Conn's syndrome Consl partner prob Constipation NEC Constipation NOS Constrictiv pericarditis Cont/exp hazard chem NEC Continuous leakage Contracept pill surveill Contracted palmar fascia Contracture of tendon Contusion NOS Contusion abdominal wall Contusion face/scalp/nck Contusion genital organs Contusion leg NOS Contusion of ankle Contusion of breast Contusion of chest wall Contusion of elbow Contusion of eye NOS Contusion of eyeball Contusion of finger Contusion of foot Contusion of forearm Contusion of hand(s) Contusion of hip Contusion of knee Contusion of lower leg Contusion of thigh Contusion of toe Contusion of upper arm Contusion of wrist Contusion orbital tissue Contusion periocular Contusion scapul region Contusion shoulder & arm Contusion shoulder reg Contusion trunk NOS Contusion upper limb NOS Conversion disorder Convulsions NEC Convulsions in newborn Cor ath artry bypas grft Cor ath bypass graft NOS Cor ath d/t calc cor lsn Cor ath unsp vsl ntv/gft Cor triatriatum Cord entangle NEC-deliv Cornea transplant status Corneal degeneration NOS Corneal disorder NEC Corneal dsdr contct lens Corneal grft malfunction Corneal ulcer NOS Corns and callosities Coronary artery anomaly Corpus luteum cyst Correct transpos grt ves Cortex contus-brief coma Cortex contus-coma NOS Cortex contus-concus NOS Cortex contus-deep coma Cortex contus-mod coma Cortex contusion-no coma Cortex lacerat w/o coma Cortex lacerat-deep coma Cortical blindness Corticoadren overact NEC Cough Cough variant asthma Counslng sbstn use abuse Coxsackie virus mening Cracked tooth Cramp in limb Cranial nerve dis NOS Crbl art oc NOS wo infrc Crbl art ocl NOS w infrc Crbl emblsm w infrct Crbl emblsm wo infrct Crbl thrmbs w infrct Crbl thrmbs wo infrct Crit illness neuropathy Critical illness myopthy Crn ath atlg vn bps grft Crn ath nonatlg blg grft Crnry athrscl natve vssl Crush inj ext genitalia Crush inj face scalp Crush inj neck Crush inj scapul region Crushing inj lower leg Crushing inj trunk NEC Crushing injury ankle Crushing injury buttock Crushing injury finger Crushing injury foot Crushing injury forearm Crushing injury hip Crushing injury knee Crushing injury of hand Crushing injury of wrist Crushing injury thigh Cryptococcal meningitis Cryptococcosis Cryptogenic organiz pneu Cryptosporidiosis Cryst arthrop NOS-l/leg Crystal deposit vitreous Cumltv trma-repetv impct Cushing's syndrome Cutaneous candidiasis Cutaneous diphtheria Cutaneous mycobacteria Cutaneous-vesicos status Cva Cyanosis Cyanotic attack, newborn Cyclic neutropenia Cyclothymic disorder Cyst of bone NOS Cyst of kidney, acquired Cyst of thyroid Cystic fibros w pul man Cystic fibros w/o ileus Cystic fibrosis NEC Cystic fibrosis gene car Cystic kidney diseas NEC Cystic kidney diseas NOS Cysticercosis Cystitis NEC Cystitis NOS Cystitis cystica Cystocele, lateral Cystocele, midline Cystoid macular degen Cystostomy status NEC Cystostomy status NOS Cystourethral anom NEC Cysts of jaws NEC Cytomegaloviral disease DMAC bacteremia DMI circ nt st uncntrld DMI circ uncntrld DMI hprosmlr uncontrold DMI hprsm nt st uncntrld DMI keto nt st uncntrld DMI ketoacd uncontrold DMI neuro nt st uncntrld DMI neuro uncntrld DMI o cm nt st uncntrld DMI ophth nt st uncntrld DMI ophth uncntrld DMI oth coma uncontrold DMI oth nt st uncntrld DMI oth uncntrld DMI renal uncntrld DMI renl nt st uncntrld DMI unspf nt st uncntrld DMI unspf uncntrld DMI wo cmp nt st uncntrl DMI wo cmp uncntrld DMII circ nt st uncntrld DMII circ uncntrld DMII hprosmlr uncontrold DMII hprsm nt st uncntrl DMII keto nt st uncntrld DMII ketoacd uncontrold DMII neuro nt st uncntrl DMII neuro uncntrld DMII o cm nt st uncntrld DMII ophth nt st uncntrl DMII ophth uncntrld DMII oth coma uncontrold DMII oth nt st uncntrld DMII oth uncntrld DMII renal uncntrld DMII renl nt st uncntrld DMII unspf nt st uncntrl DMII unspf uncntrld DMII wo cmp nt st uncntr DMII wo cmp uncntrld Dacryoadenitis NOS Dacryocystitis NOS Damage to pelvic jt-del Deaf, nonspeaking NEC Debility NOS Decrease fetal movmt del Decreased WBC count NEC Deep dermatophytosis Deep phlebitis-leg NEC Defibrination syndrome Defic circul enzyme NEC Deficiency anemia NOS Deficiency of vitamin k Degen basal ganglia NEC Degeneration of eye NOS Degenerative skin disord Dehydration Del w 1 deg lacerat-del Del w 2 deg lacerat-del Delay conjugat jaund NEC Delay conjugat jaund NOS Delay p/p hem-del w p/p Delay p/part hem-postpar Delirium d/t other cond Delirium tremens Deliver-single liveborn Deliver-single stillborn Deliver-twins, both live Delusional disorder Demen NOS w behav distrb Demen NOS w/o behv dstrb Dementia w Lewy bodies Dementia w behavior dist Dementia w/o behav dist Dental caries - enamel Dental caries NEC Dental caries NOS Dental caries-root surf Dental disorder NEC Dental disorder NOS Dentofacial anomaly NEC Depend-supplement oxygen Depr psychos-part remiss Depr psychos-sev w psych Depress psychosis-mild Depress psychosis-severe Depress psychosis-unspec Depressive disorder NEC Depressive psychosis-mod Dermat d/t food ingest Dermat d/t int agent NEC Dermatitis NEC Dermatitis NOS Dermatitis due to plant Dermatitis factitia Dermatitis herpetiformis Dermatitis oth radiation Dermatoglyphic anomalies Dermatographic urticaria Dermatomycoses NEC Dermatomycosis NOS Dermatomyositis Dermatophyt scalp/beard Dermatophytosis of body Dermatophytosis of foot Dermatophytosis of groin Dermatophytosis of nail Dermatophytosis site NEC Dermatophytosis site NOS Descending colon inj-cl Descending colon inj-opn Desensitiza to allergens Detachmnt w defect NOS Detergent dermatitis Detrusr sphinc dyssnrgia Devel coordination dis Devel odontogenic cysts Development delay NOS Development delays NEC Deviated nasal septum Diabetes insipidus Diabetes-antepartum Diabetes-delivered Diabetes-postpartum Diabetic cataract Diabetic macular edema Diabetic retinopathy NOS Dialysis encounter, NEC Diaper or napkin rash Diaphragm hernia w gangr Diaphragm hernia w obstr Diaphragm injury-closed Diaphragm injury-open Diaphragmatic hernia Diarrhea Diarrhea of infect orig Diastasis of muscle Diastolc hrt failure NOS Dicalc phos crys-forearm Dicalc phos cryst-l/leg Dietary surveil/counsel Dieulafoy les, intestine Dieulafoy les,stom&duod Diff connect tis dis NEC Diff connect tis dis NOS Difficulty in walking Diffus cystic mastopathy Digeorge's syndrome Digest-genit fistul, fem Digestive neoplasm NOS Digestve syst symptm NEC Diphtheria NEC Diphtheria NOS Diphtheria carrier Diplegia of upper limbs Diplopia Dis bilirubin excretion Dis calcium metablsm NEC Dis calcium metablsm NOS Dis carbohydr metab NEC Dis copper metabolism Dis magnesium metabolism Dis mid ear/mastoid NEC Dis mineral metabol NEC Dis mineral metabol NOS Dis mitochondrial metab Dis of biliary tract NEC Dis of biliary tract NOS Dis of gallbladder NEC Dis of gallbladder NOS Dis phosphorus metabol Dis plas protein met NEC Dis plas protein met NOS Dis porphyrin metabolism Dis urea cycle metabol Disaccharidase def/malab Disc degeneration NOS Disc dis NEC/NOS-cerv Disc dis NEC/NOS-lumbar Disc dis NEC/NOS-thorac Disc dis NEC/NOS-unspec Disc dis w myelopath NOS Disc displacement NOS Disease of larynx NEC Disease of larynx NOS Disease of pharynx NEC Disease of pharynx NOS Diseases of appendix NEC Diseases of lips Diseases of nail NEC Diseases of thymus NEC Disfigurements of head Disl finger NOS-closed Disl interphaln hand-cl Disl metacarpophalan-opn Disl metatarsophalang-cl Disl tarsometatarsal-opn Disloc 1st cerv vert-cl Disloc 2nd cerv vert-cl Disloc 3rd cerv vert-cl Disloc 4th cerv vert-cl Disloc 5th cerv vert-cl Disloc 6th cerv vert-cl Disloc 7th cerv vert-cl Disloc acromioclavic-cl Disloc acromioclavic-opn Disloc cerv vert NOS-cl Disloc dist radiouln-cl Disloc dist radiouln-opn Disloc metacarpal-closed Disloc metacarpophaln-cl Disloc mult cerv vert-cl Disloc radiocarpal-clos Disloc shoulder NEC-clos Disloc shoulder NOS-clos Disloc tarsal NOS-closed Disloc thoracic vert-cl Disloc wrist NEC-closed Disloc wrist NOS-closed Disloca midcarpal-closed Dislocat elbow NEC-close Dislocat elbow NOS-close Dislocat foot NEC-closed Dislocat hip NOS-closed Dislocat knee NOS-closed Dislocat knee NOS-open Dislocat lumbar vert-cl Dislocat midcarpal-open Dislocat patella-closed Dislocat sacrum-closed Dislocat site NEC-closed Dislocat site NEC-open Dislocat sternum-closed Dislocate prosthetic jt Dislocation ankle-closed Dislocation ankle-open Dislocation jaw-closed Dislocation patella-open Disord iron metablsm NEC Disorder of eyelid NOS Disorder of meninges NEC Disorder of penis NEC Disorder of penis NOS Disorder of thyroid NOS Disorders breast NEC Disorders of bladder NEC Disorders of diaphragm Disorders of ear NEC Disorders of eyelid NEC Disorders of sacrum Disorders of thyroid NEC Disorders of uterus NEC Disrpt trauma wound repr Disrup internal op wound Disrup-external op wound Disrupt c-sect-del w p/p Disrupt c-sect-postpart Dissect carotid artery Dissect vertebral artery Dissection artery NEC Dissection cor artery Dissection iliac artery Dissection renal artery Dissem intravasc coag NB Disseminated candidiasis Dissociated nystagmus Dissociative amnesia Dissociative react NOS Dissociatve identity dis Disturbances of vision Diverticulum of bladder Diving accident Dizziness and giddiness Do not resusctate status Dog bite Domestic wiring accident Dorsal root injury Double outlet rt ventric Doubling of uterus Down's syndrome Drop, hematocrit, precip Drowning/nonfatal submer Drug abuse NEC-contin Drug abuse NEC-episodic Drug abuse NEC-in remiss Drug abuse NEC-unspec Drug allergy NEC Drug depend NEC-contin Drug depend NEC-unspec Drug depend NOS-contin Drug depend NOS-remiss Drug depend NOS-unspec Drug dependence-antepart Drug dependence-deliver Drug dermatitis NOS Drug induce headache NEC Drug induced neutropenia Drug induced sleep disor Drug mental disorder NEC Drug mental disorder NOS Drug persisting dementia Drug psy dis w hallucin Drug psych disor w delus Drug withdrawal Drug-induced delirium Drug-induced mood disord Dsct of abdominal aorta Dsct of aorta unsp site Dsct of thoracic aorta Dsct of thoracoabd aorta Dual sensory impairment Duane's syndrome Duodenal obstruction NEC Duodenal ulcer NOS Duodenal ulcer NOS-obstr Duodenitis w hmrhg Duodenitis w/o hmrhg Duodenum injury-closed Duodenum injury-open Dural tear NEC Dvrtcli colon w hmrhg Dvrtcli colon w/o hmrhg Dvrtcli sml int w/o hmrg Dvrtclo colon w hmrhg Dvrtclo colon w/o hmrhg Dvrtclo sml int w hmrhg Dvrtclo sml int w/o hmrg Dwarfism NEC Dysarthria Dyschromia, unspecified Dyskinesia of esophagus Dysmenorrhea Dysmetabolic syndrome x Dysphagia NEC Dysphagia NOS Dysphagia, oral phase Dysphagia, oropharyngeal Dysphagia, pharyngeal Dysphagia,pharyngoesoph Dysphonia Dysplasia of anus Dysplasia of cervix NOS Dysplasia of prostate Dysthymic disorder Dysuria E coli septicemia E.coli infection NEC/NOS Ear anomalies NEC Ear anomaly NOS Ear piercing Early complic trauma NEC Early congen syph NOS Early onset delivery-del Early satiety East equine encephalitis Eating disorder NEC Eating disorder NOS Ebstein's anomaly Echinococcosis NOS liver Eclampsia-antepartum Eclampsia-delivered Eclampsia-postpartum Economic problem Ect preg NEC w/o int prg Ectp preg NOS w int preg Ectpc prg NEC w int preg Ectropion NOS Eczema herpeticum Edema Edema of eyelid Edema of larynx Edema of newborn NEC/NOS Edema of penis Edema pharynx/nasopharyx Edema, male genital orgn Edwards' syndrome Effect external caus NEC Effects electric current Effects of hunger Effects radiation NOS Effusion NEC exc tb Ehlers-danlos syndrome Ehrlichiosis NEC Ehrlichiosis NOS Elb/forearm/wrst inj NOS Elder primigravid-antepa Elderly multigravd-antep Elderly multigravida-del Elderly primigravida-del Electrolyt/fluid dis NEC Elev C-reactive protein Elev bl pres w/o hypertn Elev transaminase/ldh Elevated sediment rate Elvtd prstate spcf antgn Embl suprfcl ves low ext Emotional state sym NEC Emphysema NEC Emphysema rsult frm proc Emphysematous bleb Empyema w/o fistula Empyema with fistula Enceph & encephlalo NEC Enceph/myel folwg immune Encephalitis NOS Encephalocele Encephalopathy NEC Encephalopathy NOS Encntr plnd po wnd clsr Encountr palliative care End stage renal disease Endocard cushion def NEC Endocard cushion def NOS Endocard fibroelastosis Endocarditis NOS Endocarditis in oth dis Endocrine anomaly NEC Endocrine disorder NOS Endocrine disorders NEC Endocrine/nerv neo NOS Endometrial hyperpla NOS Endometriosis NEC Endometriosis NOS Endophthalmitis NEC Endos dentl imp fail NEC Enlargement lymph nodes Enophthalmos d/t trauma Enteritis of infect orig Enterococcus group d Enterostomy status NEC Enthesopathy of hip Enthesopathy of knee NEC Enthesopathy of knee NOS Enthesopathy, site NOS Enuresis Enzyme defic anemia NEC Eosinophil gastrt wo hem Eosinophilia Eosinophilia myalgia snd Eosinophilic esophagitis Eosinophilic gastroent Eosinophilic meningitis Epicranial subapo hemorr Epil par cont w intr epi Epil par cont w/o int ep Epilep NEC w/o intr epil Epilep NOS w/o intr epil Epilepsy NEC w intr epil Epilepsy NOS w intr epil Epilepsy-antepartum Epilepsy-postpartum Epimembranous nephritis Epiphora NOS Episodic mood disord NEC Episodic mood disord NOS Epispadias Epistaxis Erysipelas Erythema multiforme NOS Erythema multiforme maj Erythema nodosum Erythematous cond NEC Erythematous cond NOS Erythromelalgia Esoph varice oth dis NOS Esoph varices w/o bleed Esophag varices w bleed Esophageal anomaly NEC Esophageal disorder NOS Esophageal hemorrhage Esophageal reflux Esophageal stricture Esophagitis, unspecified Esophagus injury-closed Esophagus injury-open Esotropia NOS Essen hyperten-antepart Essen hyperten-delivered Essen hyperten-postpart Essntial thrombocythemia Estrogen recep neg stat Estrogen recep pstv stat Euthyroid sick syndrome Evans' syndrome Ex ear anm NEC-impr hear Exam ears & hearing NEC Exam-clincal trial Exceptionally large baby Excess fetal grth-deliv Excessive cold NEC Excessive cold NOS Excessive cold, man-made Excessive cold: weather Excessive heat, man-made Excessive heat: weather Excessive menstruation Exercse ind bronchospasm Exfl d/t eryth 10-19 bdy Exfol d/t eryth <10% bdy Exophoria Exophthalmos NOS Exostosis, site NOS Exotropia NOS Explosive personality Explosives accident NEC Expressive language dis Expsure keratoconjunctiv Expulsive choroid hemorr Ext asthma w status asth Ext asthma w(acute) exac Ext hemorrhoid w/o compl Ext hemrrhoid w comp NEC Ext thrombos hemorrhoid External ophthalmoplegia Externl cause status NEC Externl cause status NOS Extradur hem-brief coma Extradural hem w/o coma Extradural hem-coma NOS Extradural hem-deep coma Extrapyramidal dis NEC Extrapyramidal dis NOS Extravasation of urine Extravasn vesicant NEC Extreme immat 1000-1249g Extreme immat 1250-1499g Extreme immat 1500-1749g Extreme immat 2000-2499g Extreme immatur 500-749g Extreme immatur 750-999g Extreme immatur <500g Extreme immatur wtNOS Extrinsic asthma NOS Exudative macular degen Eye anomaly NOS Eye disorder NOS Eye disorders NEC Eye movemnt disorder NOS Eye replacement NEC FB bladder & urethra FB entering oth orifice FB granuloma of muscle FB in conjunctival sac FB in intestine & colon FB left during procedure FB post heart catheter FB post-catheter removal FB respiratory tree NOS FB trach/bronch/lung NEC Face & neck injury Facial nerve dis NEC Facial nerve dis NOS Facial nerve inj-birth Facial weakness Factitious dis w symptom Fail introd/remove tube Failure in suture Failure to thrive-adult Failure to thrive-child Falciparum malaria Fall NEC Fall NOS Fall from bed Fall from building Fall from chair Fall from cliff Fall from commode Fall from furniture NEC Fall from ladder Fall from playgrnd equip Fall from roller skates Fall from scaffolding Fall from skateboard Fall from skis Fall from slipping NEC Fall from snowboard Fall from train-passengr Fall from train-pedest Fall from wheelchair Fall in sports Fall into other hole Fall on escalator Fall on sidewalk curb Fall on stair/step NEC Fall striking object NEC Fall striking sharp obj Fall-1 level to oth NEC Fall-nonmotor scooter Fam Mediterranean fever Fam hx MEN syndrome Fam hx digest disord NEC Fam hx genet dis carrier Fam hx sudden card death Fam hx-bladder malig Fam hx-blood disord NEC Fam hx-cardiovas dis NEC Fam hx-congen anomalies Fam hx-diabetes mellitus Fam hx-intrathoracic mal Fam hx-ischem heart dis Fam hx-kidney dis NEC Fam hx-lymph neoplas NEC Fam hx-neurolog dis NEC Fam hx-psychiatric cond Fam hx-urinry malig NEC Family circumstances NEC Family disruption NEC Family dsrpt-death membr Family dsrpt-estrangmemt Family health probl NEC Family hx colonic polyps Family hx-anemia Family hx-asthma Family hx-breast malig Family hx-condition NEC Family hx-deafness Family hx-gi malignancy Family hx-kidney malig Family hx-leukemia Family hx-malignancy NEC Family hx-malignancy NOS Family hx-stroke Fasciitis NOS Fat embolism Feb nonhemo transf react Febrile convulsions NOS Fecal impaction Feeding problem Felon Felty's syndrome Fem genital fistula NEC Fem genital symptoms NEC Fem genital symptoms NOS Fem pelv inflam dis NOS Fem pelvic periton adhes Fem stress incontinence Female gen inflam NOS Female genital disor NEC Female infertility NOS Femoral nerve lesion NEC Femoral vein phlebitis Fet growth ret 2500+g Fet growth ret 500-749g Fet growth ret 750-999g Fet growth retard <500g Fet grwth ret 1000-1249g Fet grwth ret 1250-1499g Fet grwth ret 1500-1749g Fet grwth ret 1750-1999g Fet grwth ret 2000-2499g Fetal abnorm NEC-antepar Fetal distrs dur lab/del Fetal/neonatal hepatitis Fetal/neonatal jaund NOS Fever NOS Fever in other diseases Fibromatoses NEC Finger injury NOS Fire accident NOS Fire in bldg-accid NEC Firearm accident NOS Fistula of bile duct Fistula of gallbladder Fit orthopedic devices Fit/adj perit dial cath Fit/adj vascular cathetr Fit/adjust device NEC Fit/adjust insulin pump Fitting urinary devices Flail chest Flat foot Flatul/eructat/gas pain Flccd hmiplg nondmnt sde Flccd hmiplga domnt side Flccd hmiplga unspf side Flu dt iden avian w pneu Flu w manifestation NEC Flu w resp manifest NEC Fluid overload NEC Flushing Fm hx endo/metab dis NEC Fm hx genital malig NEC Fm hx ovary malignancy Fm hx prostate malig Fm hx testis malig Fm hx-infect/parasit dis Fm hx-trach/bronchog mal Fmily dsrpt- divorce/sep Fnctnl urinary incontnce Folate-deficiency anemia Follicular cyst of ovary Food poisn d/t v. vulnif Food poisoning NOS Food/vomit pneumonitis Forearm deformity NEC Forearm deformity NOS Foreign bdy ext eye NEC Foreign bdy ext eye NOS Foreign bdy vulva/vagina Foreign body GI NOS Foreign body anus/rectum Foreign body bronchus Foreign body esophagus Foreign body granul-skin Foreign body in larynx Foreign body in nose Foreign body in pharynx Foreign body in stomach Foreign body in trachea Foreign body penis Foreign body trunk Fourth nerve palsy Fracture acetabulum-clos Fracture acetabulum-open Fracture calcaneus-close Fracture calcaneus-open Fracture five ribs-close Fracture four ribs-close Fracture ischium-closed Fracture of ilium-closed Fracture of ilium-open Fracture of pubis-closed Fracture of pubis-open Fracture of sternum-clos Fracture of sternum-open Fracture one rib-closed Fracture one rib-open Fracture patella-closed Fracture patella-open Fracture radius NOS-open Fracture rib NOS-closed Fracture rib NOS-open Fracture seven ribs-clos Fracture six ribs-closed Fracture three ribs-clos Fracture two ribs-closed Fracture ulna NOS-closed Fracture ulna NOS-open Fracture, cause NOS Fragile x syndrome Friedreich's ataxia Frontal lobe deficit Frontal lobe syndrome Frontotemp dementia NEC Frostbite NEC/NOS Frostbite of foot Frostbite of hand Ft/adj xtrcorp dial cath Ftng autmtc dfibrillator Ftng cardiac pacemaker Ftng oth cardiac device Full incontinence-feces Full-thicknes lac eyelid Fum/vapor bronc/pneumon Funct dis intestine NEC Function dis neutrophils Functional quadriplegia Furnit w/o sub fall Furniture acc w sub fall Fx 1st metacarp base-cl Fx 1st metacarp base-opn Fx alveolar bord mand-cl Fx anat neck humerus-opn Fx anatom nck humerus-cl Fx angle of jaw-closed Fx angle of jaw-open Fx ankle NOS-closed Fx ankle NOS-open Fx arms w rib/stern-open Fx arms w rib/sternum-cl Fx astragalus-closed Fx astragalus-open Fx base femoral nck-clos Fx bimalleolar-closed Fx bimalleolar-open Fx c1 vertebra-closed Fx c2 vertebra-closed Fx c3 vertebra-closed Fx c4 vertebra-closed Fx c5 vertebra-closed Fx c6 vertebra-closed Fx c7 vertebra-closed Fx capitate bone-closed Fx carpal bone NEC-close Fx carpal bone NEC-open Fx carpal bone NOS-close Fx cervical vert NOS-cl Fx clavic, acrom end-opn Fx clavicl, acrom end-cl Fx clavicl, stern end-cl Fx clavicle NOS-closed Fx clavicle NOS-open Fx clavicle shaft-closed Fx clavicle shaft-open Fx condyl proc mandib-cl Fx coron proc mandib-cl Fx coronoid proc ulna-cl Fx cuboid-closed Fx cuneiform, foot-clos Fx cuneiform, foot-open Fx dental mat w/o loss Fx dist phalanx, hand-cl Fx distal phal, hand-opn Fx distal radius NEC-cl Fx distal radius NEC-opn Fx distal ulna-closed Fx distal ulna-open Fx dorsal vertebra-close Fx dorsal vertebra-open Fx eight/more rib-closed Fx eight/more ribs-open Fx facial bone NEC-close Fx facial bone NEC-open Fx femoral condyle-close Fx femoral condyle-open Fx femur NOS-closed Fx femur NOS-open Fx femur intrcap NEC-opn Fx femur intrcaps NEC-cl Fx femur shaft-closed Fx femur shaft-open Fx femur, midcervic-clos Fx fibula NOS-closed Fx fibula shaft-open Fx foot bone NEC-closed Fx foot bone NEC-open Fx foot bone NOS-closed Fx gr tuberos humerus-cl Fx hamate bone-closed Fx hamate bone-open Fx humer, condyl NOS-cl Fx humer, condyl NOS-opn Fx humer, lat condyl-cl Fx humer, lat condyl-opn Fx humer, med condyl-cl Fx humerus NOS-closed Fx humerus NOS-open Fx humerus shaft-closed Fx humerus shaft-open Fx larynx/trachea-closed Fx larynx/trachea-open Fx lateral malleolus-cl Fx lateral malleolus-opn Fx legs w arm/rib-closed Fx legs w arm/rib-open Fx low end femur NEC-cl Fx low end femur NEC-opn Fx low end femur NOS-cl Fx low end femur NOS-opn Fx low femur epiphy-clos Fx low femur epiphy-open Fx low radius w ulna-cl Fx low radius w ulna-opn Fx lower humer NEC-open Fx lower humer NOS-open Fx lower humerus NEC-cl Fx lower humerus NOS-cl Fx lumbar vertebra-close Fx lumbar vertebra-open Fx lunate, wrist-closed Fx lunate, wrist-open Fx malar/maxillary-close Fx malar/maxillary-open Fx mandible body NEC-cl Fx mandible body NEC-opn Fx medial malleolus-clos Fx medial malleolus-open Fx metacarp base NEC-cl Fx metacarp base NEC-opn Fx metacarpal NOS-closed Fx metacarpal NOS-open Fx metacarpal neck-close Fx metacarpal neck-open Fx metacarpal shaft-clos Fx metacarpal shaft-open Fx metatarsal-closed Fx metatarsal-open Fx mid/prx phal, hand-cl Fx mid/prx phal, hand-op Fx mult cervical vert-cl Fx mult phalan, hand-cl Fx mult phalan, hand-opn Fx mult ribs NOS-closed Fx navicular, foot-clos Fx navicular, foot-open Fx navicular, wrist-clos Fx navicular, wrist-open Fx neck of femur NOS-cl Fx neck of femur NOS-opn Fx olecran proc ulna-cl Fx olecran proc ulna-opn Fx orbital floor-closed Fx orbital floor-open Fx phalanx, foot-closed Fx phalanx, foot-open Fx phalanx, hand NOS-cl Fx phalanx, hand NOS-opn Fx pisiform-closed Fx radius NOS-closed Fx radius head-closed Fx radius shaft-closed Fx radius shaft-open Fx radius w ulna NOS-cl Fx radius w ulna NOS-opn Fx ramus NOS-closed Fx ramus NOS-open Fx sacr-cl/cauda inj NEC Fx sacrum-cl/crd inj NOS Fx sacrum/coccyx-closed Fx scap, glen cav/nck-cl Fx scapul, acrom proc-cl Fx scapul, corac proc-cl Fx scapula NEC-closed Fx scapula NOS-closed Fx scapula NOS-open Fx shaft fib w tib-clos Fx shaft fibula-closed Fx shaft rad w ulna-clos Fx shaft rad w ulna-open Fx shaft tibia w fib-opn Fx shaft tibia-closed Fx surg nck humerus-clos Fx symphy mandib bdy-opn Fx symphy mandib body-cl Fx tibia NOS-closed Fx tibia NOS-open Fx tibia shaft-open Fx tibia w fib NOS-open Fx tibia w fibula NOS-cl Fx trapezium bone-closed Fx trapezoid bone-closed Fx trimalleolar-closed Fx trimalleolar-open Fx triquetral, wrist-cl Fx ulna shaft-closed Fx ulna shaft-open Fx up end humerus NOS-cl Fx up femur epiphy-clos Fx up radius NEC/NOS-cl Fx up radius w ulna-clos Fx up radius w ulna-open Fx up tibia w fibula-cl Fx up tibia w fibula-opn Fx up ulna NEC/NOS-open Fx upper end fibula-clos Fx upper end tibia-close Fx upper end tibia-open Fx upper humerus NEC-cl Fx upper humerus NEC-opn Fx upper humerus NOS-opn GI injury NEC-closed GI injury NEC-open GI mucositis (ulceratve) GI pathogen carrier NEC GI sites - kpsi's srcoma Gal&bil cal w/ac&ch w ob Gal&bil cal w/ac&chr w/o Gal&bil cal w/oth w/o ob Galactorrhea-nonobstet Gall&bil cal w/ac w obs Gall&bil cal w/ac w/o ob Gall&bil cal w/o ch w ob Gall&bil cal w/o cho w/o Gall&bil cal w/oth w obs Gallstone ileus Gang ventral hernia NEC Ganglion NOS Ganglion of joint Ganglion of tendon Gangr incisional hernia Gangr ventral hernia NOS Gangrene Gardening/landscaping Gas cylinder explosion Gas gangrene Gastric diverticulum Gastric/duodenal fistula Gastroduodenal dis NEC Gastroduodenal dis NOS Gastrointest hemorr NOS Gastrojejunal ulcer NOS Gastroparesis Gastrostomy comp - mech Gastrostomy comp NEC Gastrostomy comp NOS Gastrostomy infection Gastrostomy status Gb cholesterolosis Gen cnv epil w intr epil Gen cnv epil w/o intr ep Gen nonconv ep w intr ep Gen noncv ep w/o intr ep Gen osteoarthros-hand Gend iden dis,adol/adult General medical exam NEC General osteoarthrosis Generalizd hyperhidrosis Generalized anxiety dis Generalized pain Genetc sus mal neo brest Genetic anomaly leukocyt Genetic carrier stat NEC Genetic susc mal neo NEC Genetic suscept dis NEC Genetic torsion dystonia Geniculate herpes zoster Genital herpes NEC Genital herpes NOS Genital organ anom NEC Genital organ anom NOS Genital-skin fistul, fem Geographic tongue Gerstmn-Straus-Schnk syn Giant cell arteritis Giardiasis Gingiv/periodont dis NOS Glaucoma NEC Glaucoma NOS Glaucoma stage NOS Glaucoma w ocular trauma Glaucoma w systemic synd Glaucoma w vascular dis Glossitis Glossodynia Glossophar nerve dis NEC Glucocorticoid deficient Glutathione dis anemia Glycogenosis Glycosuria Goiter NOS Golf Gonadal dysgenesis Goodpasture's syndrome Gout NOS Gout w manifestation NEC Gouty arthropathy NOS Gouty tophi site NEC Graft-versus-host NOS Gram-neg septicemia NEC Gram-neg septicemia NOS Grand mal status Great vein anomaly NEC Great vein anomaly NOS Gross hematuria Group b streptoc carrier Gstr mcsl hyprt w hmrg Gstr mcsl hyprt w/o hmrg Gstr/ddnts NOS w hmrhg Gstr/ddnts NOS w/o hmrhg Gstrontest vesl anomaly Gu infection-antepartum Gu infection-delivered Gu infection-postpartum H simplex complicat NEC H simplex keratitis H simplex meningitis H zoster complicated NEC H zoster nerv syst NEC H zoster otitis externa H. influenae septicemia H. influenzae infect NOS H.influenzae pneumonia Hair diseases NEC Hairy-cell leukem abdom Hallucinations Hallucinog abuse-contin Hallucinog abuse-unspec Hallux valgus Hamartoses NEC Hand injury NOS Handgun accident Hard tiss dis teeth NOS Hb-S/Hb-C dis w crisis Hb-SS disease w crisis Hdgk dis unsp xtrndl org Head & neck symptoms NEC Head injury NOS Headache Headache syndrome NEC Hearing loss NEC Hearing loss NOS Heart chamber lacer-opn Heart chamber lacerat-cl Heart compl in del-deliv Heart contusion-closed Heart disease NOS Heart failure NOS Heart injury NOS-closed Heart injury NOS-open Heart laceration-closed Heart laceration-open Heart transplant status Heart valve replac NEC Heart valve transplant Heartburn Heat stroke & sunstroke Heavy-for-date infan NEC Hebephrenia-chronic Helicobacter pylori Hemangioma NEC Hemangioma NOS Hemangioma intra-abdom Hemangioma intracranial Hemangioma skin Hemarthrosis-ankle Hemarthrosis-forearm Hemarthrosis-jt NEC Hemarthrosis-l/leg Hemarthrosis-shlder Hemarthrosis-up/arm Hematemesis Hematoma complic proc Hematometra Hematuria NOS Hemivertebra Hemochromatos-rbc trans Hemochromatosis NEC Hemododialysis hypotensn Hemoglobinopathies NEC Hemoglobinuria Hemolytic hemoglobinuria Hemolytic uremic synd Hemopericardium Hemoperitoneum Hemophagocytic syndromes Hemophilus meningitis Hemophthalmos Hemoptysis NEC Hemoptysis NOS Hemorr choroid detachmnt Hemorrhage NOS Hemorrhage complic proc Hemorrhage from throat Hemorrhagic cond NOS Hemorrhoids NOS Hemrrhoid NOS w comp NEC Heparin-indu thrombocyto Hepatic encephalopathy Hepatic infarction Hepatitis A w/o coma Hepatitis A with coma Hepatitis B carrier Hepatitis C carrier Hepatitis NOS Hepatitis in viral dis Hepatomegaly Hepatopulmonary syndrome Hepatorenal syndrome Hered hemolytic anem NEC Hered hemolytic anem NOS Hered prog musc dystrphy Hered sensory neuropathy Hered spastic paraplegia Heredit elliptocytosis Heredit hemochromatosis Heredit hemorr telangiec Hereditary edema of legs Hereditary optic atrophy Hereditary spherocytosis Hernia NEC Hernia NOS Hernia, site NEC w gangr Hernia, site NEC w obstr Hernia, site NOS w obstr Herpes simplex NOS Herpes simplex eye NOS Herpes zoster NOS Herpes zoster meningitis Herpes zoster myelitis Herpes zoster of eye NEC Herpes zoster of eyelid Herpetic encephalitis Herpetic gingivostomat Herpetic infect of penis Herpetic septicemia Herpetic ulcer of vulva Heteronymous hemianopsia Hi grde myelodys syn les Hiccough Hidden penis Hidradenitis High head at term-deliv High vaginal lacer-deliv Hip & thigh injury NOS Hirschsprung's disease Hirsutism Histoplasm caps pneumon Histoplasma duboisii NEC Histoplasmosis NEC Histoplasmosis NOS History of tobacco use Histrionic person NOS Hit by train-pedestrian Hit by train-person NEC Hiv-2 infection oth dis Hodg lymph-histio mult Hodg nodul sclero mult Hodg nodul sclero thorax Hodgkins dis NOS head Hodgkins dis NOS mult Hodgkins dis NOS thorax Homicidal ideation Homonymous hemianopsia Hordeolum externum Hordeolum internum Hormone replace postmeno Hornet/wasp/bee sting Horseback riding Hot substance accid NEC Hot substance accid NOS Househld maintenance NEC Hpt B acte coma wo dlta Hpt B acte wo cm w dlta Hpt B acte wo cm wo dlta Hpt B chrn coma wo dlta Hpt B chrn wo cm w dlta Hpt B chrn wo cm wo dlta Hpt C acute w hepat Coma Hpt C acute wo hpat coma Hpt C w hepatic coma NOS Hpt C w/o hepat coma NOS Hpt E wo hepat Coma Hpt dlt wo b wo hpt coma Hrt dis postcardiac surg Htlv-1 infection oth dis Human bite - accidental Human bite - assault Human herpesvir 6 enceph Human herpesvirs inf NEC Human herpesvirus 6 infc Human herpesvr encph NEC Human immuno virus dis Human papillomavirus Hungry bone syndrome Hunting rifle accident Huntington's chorea Hx Methicln resist Staph Hx TIA/stroke w/o resid Hx antineoplastic chemo Hx benign neoplasm brain Hx diseases NEC Hx injury NEC Hx malig neoplasm NOS Hx malig neuroendo tumor Hx malig renal pelvis Hx of GI malignancy NEC Hx of GI malignancy NOS Hx of affective disorder Hx of alcoholism Hx of anaphylaxis Hx of bladder malignancy Hx of bone malignancy Hx of brain malignancy Hx of breast malignancy Hx of colonic malignancy Hx of emotional abuse Hx of eye malignancy Hx of gastric malignancy Hx of irradiation Hx of kidney malignancy Hx of leukemia NEC Hx of leukemia NOS Hx of liver malignancy Hx of lymphoid leukemia Hx of malignancy NEC Hx of myeloid leukemia Hx of ovarian malignancy Hx of past noncompliance Hx of physical abuse Hx of schizophrenia Hx of thyroid malignancy Hx of tongue malignancy Hx pathological fracture Hx pulmonary embolism Hx retained FB, rem Hx stress fracture Hx sudden cardiac arrest Hx surgery to organs NEC Hx systemc steroid thrpy Hx traumatc brain injury Hx traumatic fracture Hx-allergy NEC Hx-allergy insct/arachnd Hx-analgesic allergy Hx-anti-infect allergy Hx-antibiot allergy NEC Hx-blood diseases Hx-bronchogenic malignan Hx-cervical malignancy Hx-circulatory dis NEC Hx-circulatory dis NOS Hx-cong malform-eye,face Hx-cong malform-heart Hx-congenital malfor NEC Hx-cont/exps haz bdy fld Hx-contact/exposure lead Hx-contct/expos asbestos Hx-drug allergy NEC Hx-endocrine malign NEC Hx-esophageal malignancy Hx-female genit malg NEC Hx-health hazards NEC Hx-hodgkin's disease Hx-intrathoracic mal NEC Hx-laryngeal malignancy Hx-latex allergy Hx-lymphatic malign NEC Hx-lymphosarcoma Hx-major cardiovasc surg Hx-male genit malig NEC Hx-malig skin melanoma Hx-malign nerve syst NEC Hx-mental disorder NEC Hx-milk prod allergy Hx-narcotic allergy Hx-nose/ear/sinus malig Hx-oral/pharynx malg NEC Hx-other food allergy Hx-peanut allergy Hx-penicillin allergy Hx-prostatic malignancy Hx-radiogrphc dye allrgy Hx-rectal & anal malign Hx-resp org malignan NOS Hx-seafood allergy Hx-skin malignancy NEC Hx-sulfonamides allergy Hx-testicular malignancy Hx-thrombophlebitis Hx-tracheal malignancy Hx-urinary malignan NEC Hx-urinary malignan NOS Hx-uterus malignancy NEC Hx-ven thrombosis/embols Hy ht/kd NOS I-IV w/o hf Hy ht/kd NOS st V w/o hf Hy kid NOS w cr kid I-IV Hydrocele NEC Hydrocele NOS Hydronephrosis Hydrops fetalis no isoim Hydrops of gallbladder Hydroureter Hyp hrt dis NOS w/o hf Hyp ht dis NOS w ht fail Hyp ht/kd NOS I-IV w hf Hyp ht/kd NOS st V w hf Hyp kid NOS w cr kid V Hyperacusis Hyperaldosteronism NOS Hypercalcemia Hyperem w metab-antepart Hyperlipidemia NEC/NOS Hypernasality Hyperosmolality Hyperostosis of skull Hyperparathyroidism NEC Hyperparathyroidism NOS Hyperpigmentation lid Hyperpotassemia Hypersensit angiitis NEC Hypersensit angiitis NOS Hypersom w slp apnea NOS Hypersomnia NOS Hypersplenism Hypertens NOS-antepartum Hypertens NOS-del w p/p Hypertens NOS-postpartum Hypertens encephalopathy Hypertension NOS Hypertensive retinopathy Hypertonicity of bladder Hypertroph tongue papill Hypertrophy adenoids Hypertrophy of breast Hypertrophy of kidney Hypertrophy of uterus Hypertrophy tonsils Hypertrph nasal turbinat Hyperventilation Hyphema Hypocalcem/hypomagnes NB Hypocalcemia Hypochondriasis Hypogammaglobulinem NOS Hypoglycemia NOS Hypoglycemic coma Hypoparathyroidism Hypoplas left heart synd Hypopotassemia Hyposmolality Hypospadias Hypotension NEC Hypotension NOS Hypothermia Hypothrm-wo low env tmp Hypothyroidism NOS Hypovolemia Hypoxemia Hyprtrophc obst cardiomy Iatrogen CV infarc/hmrhg Iatrogen hypothyroid NEC Iatrogen pulm emb/infarc Iatrogenc hypotnsion NEC Iatrogenic pituitary dis Iatrogenic pneumothorax Iatrogenic thyroiditis Ice Skating Ice and snow Ice hockey Ichthyosis congenita Idio periph neurpthy NEC Idio periph neurpthy NOS Idio perph auto neur NEC Idio pulm hemosiderosis Idiopath pulmon fibrosis Idiopath sleep hypovent Idiopathic myocarditis Idiopathic osteoporosis Idiopathic scoliosis Ileostomy status Iliac artery aneurysm Iliac artery embolism Iliac thrombophlebitis Ill-define condition NEC Ill-defined eye dis NEC Ill-defined hrt dis NEC Immune mechanism dis NEC Immune mechanism dis NOS Immune thrombocyt purpra Immunity deficiency NOS Immunotherapy encounter Impacted cerumen Impaction intestine NEC Impaction intestine NOS Impair ren funct dis NEC Impaired fasting glucose Impaired oral glucse tol Impetigo Impotence, organic orign Impulse control dis NEC Impulse control dis NOS Impulsiveness Inadequate housing Incisional hernia Inclusion body myositis Incmplet bldder emptying Incompetnt cervix aff NB Incomptnce rectovag tiss Incontnce wo sensr aware Individ sports,athletics Inf ac dis encephalomyel Inf arthrit NOS-oth site Inf arthrit NOS-pelvis Inf arthritis NEC-unspec Inf arthritis NOS-shlder Inf mcr rst ot drg nt ml Inf mcr rst qn flr nt ml Inf mcrg rstn b-lactam Inf mcrg rstn oth ag mlt Inf mcrg rstn oth drg ml Inf mcrg rstn pncllins Infant diabet mother syn Infantile hemiplegia Infc mcrg drgrst mult Infc mcrg drgrst nt mult Infec otitis externa NOS Infect NOS-antepartum Infect dis NEC-antepart Infect dis NEC-del w p/p Infect dis NEC-delivered Infect dis NEC-postpart Infect fol infus/inj/vac Infect/parasite dis NOS Infected hydrocele Infected postop seroma Infection amputat stump Infection of kidney NOS Infectious diarrhea NOS Infectious enteritis NOS Infectious mononucleosis Infective myositis Infer disloc humerus-cl Infestation NEC Inflam dis, penis NEC Inflam disease of breast Inflam spondylopathy NOS Inflam/tox neuropthy NEC Inflamm polyarthrop NEC Inflamm polyarthrop NOS Inflammation eyelid NOS Inflammation of jaw Inflm cerv,vag,vulva NEC Influenza with pneumonia Infundib pulmon stenosis Ingrowing nail Iniencephaly Inj NEC caused by animal Inj abdominal vessel NEC Inj abdominal vessel NOS Inj anter tibial artery Inj brnch sup mesent art Inj celiac/mesen art NOS Inj cerv sympath nerve Inj common carotid arter Inj common femoral arter Inj cutan senso nerv/arm Inj deep plantar vessel Inj extern jugular vein Inj external carotid art Inj external genital NEC Inj head/neck vessel NEC Inj head/neck vessel NOS Inj hypogastric artery Inj infer vena cava NOS Inj innomin/subclav art Inj innomin/subclav vein Inj int mammary art/vein Inj intercostal art/vein Inj internal carotid art Inj internl jugular vein Inj mesenteric vess NEC Inj mlt head/neck vessel Inj mult abd/pelv vessel Inj mult nerve shldr/arm Inj nerve pelv/leg NOS Inj nerve root/plex NOS Inj nerve shldr/arm NEC Inj nerve shldr/arm NOS Inj optic nerv/path NOS Inj pelv org NEC-postpar Inj post tibial artery Inj posterior tib nerve Inj pulmonary vessel NOS Inj super mesenteric art Inj superf nerv head/nck Inj superfic femoral art Inj superior vena cava Inj thoracic vessel NOS Injuries to scalp NEC Injury abdominal aorta Injury abducens nerve Injury arm vessel NOS Injury arm vessels NEC Injury axillary artery Injury brachial vessels Injury cranial nerve NEC Injury digital nerve Injury femoral nerve Injury femoral vein Injury finger vessels Injury gastric artery Injury hepatic artery Injury hypoglossal nerve Injury iliac artery Injury iliac vein Injury leg vessel NOS Injury leg vessels NEC Injury median nerve Injury mlt site/site NEC Injury oculomotor nerve Injury of abdomen NEC Injury of chest wall NEC Injury palmar artery Injury peroneal nerve Injury popliteal artery Injury popliteal vein Injury portal vein Injury pulmonary artery Injury pulmonary vein Injury radial nerve Injury radial vessels Injury renal artery Injury renal vein Injury saphenous vein Injury splenic artery Injury splenic vein Injury thoracic aorta Injury tibial vessel NOS Injury to acoustic nerve Injury to facial nerve Injury to mult nerves Injury to nerve NEC Injury to nerve NOS Injury ulnar nerve Injury ulnar vessels Injury-NEC Injury-NOS Injury-burn, fire Injury-cut instrument Injury-extreme cold Injury-firearm NEC Injury-firearm/expl NOS Injury-handgun Injury-hanging Injury-jump NEC Injury-jump fm natur sit Injury-jump fm residence Injury-jump fm struc NEC Injury-motor veh crash Injury-moving object Injury-site NOS Injury-strang/suff NEC Injury-submersion Insect bite head Insect bite hip & leg Insect bite hip/leg-inf Insect bite shld/arm-inf Insect bite trunk Insomn w sleep apnea NOS Insomnia NOS Instantaneous death Instrmnt fail in surgery Instrmnt fail-catheteriz Instrmnt fail-perfus NEC Instrmnt fail-proced NEC Insulin pump status Int hemorrhoid w/o compl Int hemrrhoid w comp NEC Int inf clstrdium dfcile Int inf e coli entrhmrg Int inf norwalk virus Int inf oth grm neg bctr Int infec campylobacter Int thrombos hemorrhoid Intellect disability NOS Intermed coronary synd Intermit heterotrop NOS Intermitt explosive dis Internal inj NOS-closed Internal injury NOS-open Internucl ophthalmopleg Interrupt of aortic arch Interstitial emphysema Intertrochanteric fx-cl Intes infec adenovirus Intes infec rotavirus Intest malabsorption NEC Intest malabsorption NOS Intest postop nonabsorb Intestin TB NEC-histo dx Intestinal abscess Intestinal adhes w obstr Intestinal anomaly NEC Intestinal bypass status Intestinal disorder NOS Intestinal disorders NEC Intestinal endometriosis Intestinal fistula Intestinal fixation anom Intestinal obstruct NEC Intestinal obstruct NOS Intestinovesical fistula Intra-abdom inj NEC-clos Intra-abdom inj NEC-open Intra-abdom inj NOS-clos Intra-abdom inj NOS-open Intracerebral hemorrhage Intracranial abscess Intracranial hemorr NOS Intramural leiomyoma Intraspinal abscess Intrathorac inj NEC-open Intrathorac inj NOS-open Intrathoracic inj NEC-cl Intrauter death-deliver Intussusception Invers uterus-postpart Iodine hypothyroidism Iridocyclitis NOS Iris/ciliary dis NOS Iron defic anemia NEC Iron defic anemia NOS Irradiation cystitis Irreg sleep-wake rhy NOS Irregular menstruation Irritable bowel syndrome Ischemic optic neuropthy Isolated/spec phobia NEC Jaundice NOS Jaw disease NEC Jaw disease NOS Jaw pain Joint dis NEC-l/leg Joint dis NEC-pelvis Joint dis NOS-l/leg Joint dis NOS-unspec jt Joint effusion-ankle Joint effusion-forearm Joint effusion-hand Joint effusion-l/leg Joint effusion-mult jts Joint effusion-pelvis Joint effusion-shlder Joint effusion-up/arm Joint pain-ankle Joint pain-forearm Joint pain-hand Joint pain-l/leg Joint pain-mult jts Joint pain-pelvis Joint pain-shlder Joint pain-unspec Joint pain-up/arm Joint replaced hip Joint replaced knee Joint replaced shoulder Joint replaced wrist Joint symptom NEC-l/leg Joint symptom NEC-pelvis Jt contracture-ankle Jt contracture-forearm Jt contracture-hand Jt contracture-jt NEC Jt contracture-l/leg Jt contracture-mult jts Jt contracture-pelvis Jt contracture-unspec Jt contracture-up/arm Jt derangement NEC-ankle Jt derangement NEC-hand Jt derangement NOS-ankle Jt derangment NEC-oth jt Jt derangment NOS-pelvis Jt derangment NOS-shlder Jt stiffness NEC-hand Jt stiffness NEC-oth jt Jt stiffness NEC-unspec Juv osteochondros pelvis Juv osteochondros spine Juv osteochondrosis arm Juv osteochondrosis foot Juv osteochondrosis leg Juv rheum arthritis NOS K. pneumoniae pneumonia Kaposi's sarcoma NOS Keloid scar Keratitis NEC Keratitis NOS Keratoderma, acquired Kidney anomaly NEC Kidney disruption-closed Kidney disruption-open Kidney hematoma-closed Kidney hematoma-open Kidney injury NOS-closed Kidney injury NOS-open Kidney laceration-closed Kidney laceration-open Kidney transplant status Klebsiella pneumoniae Klinefelter's syndrome Klippel-feil syndrome Knife/sword/dagger acc Kugelberg-welander dis Kwashiorkor Kyphosis NEC Kyphosis NOS Kyphosis in oth dis Labyrinthitis NOS Lac eyelid inv lacrm pas Lac eyelid skn/perioculr Lacer of cervix-postpart Lacerat of cervix-deliv Lack norm physio dev NOS Lack of adequate sleep Lack of coordination Lack of housing Lacrimal syst dis NOS Lagophthalmos NOS Lap surg convert to open Large cell lymph multip Large cell lymph xtrndl Large cell lymphoma head Laryngeal cellulitis Laryngeal spasm Laryngeal web Laryngotrach anomaly NEC Lat popliteal nerve les Late ef CV dis dysphagia Late ef CV dis-cognf def Late ef-hemiplga non-dom Late ef-hemplga dom side Late ef-hemplga side NOS Late ef-mplga up lmb NOS Late ef-mplga up lmb dom Late ef-spch/lang df NEC Late ef-spch/lng def NOS Late eff CV dis-aphasia Late eff CV dis-apraxia Late eff CV dis-dysphsia Late eff CV-dysarthria Late eff CV-fluency dis Late eff acc poisoning Late eff accident NEC Late eff accident NOS Late eff accidental fall Late eff bone & joint TB Late eff burn extrem NEC Late eff cert ext cause Late eff cns abscess Late eff complic trauma Late eff drug poisoning Late eff environment acc Late eff exter cause NEC Late eff femoral neck fx Late eff fire acc Late eff head/neck burn Late eff infect dis NEC Late eff inj periph vess Late eff inj-undet circ Late eff int inj abdomen Late eff int injur chest Late eff int injury NEC Late eff motor vehic acc Late eff of self-injury Late eff open wnd extrem Late eff spinal cord inj Late eff spine/trunk fx Late eff surg/med compl Late eff transport acc Late eff traumat amputat Late eff viral encephal Late eff-legal intervent Late effct cmplcatn preg Late effec skull/face fx Late effect CV dis NEC Late effect CV dis NOS Late effect acute polio Late effect arm fx Late effect assault Late effect dislocation Late effect fracture NEC Late effect injury NOS Late effect leg fx Late effect of burns NEC Late effect of contusion Late effect of crushing Late effect of radiation Late effect tb, resp/NOS Late effect, terrorism Late metab acidosis NB Late syphilis NOS Late syphilis latent Latent nystagmus Latent syphilis NOS Lateral epicondylitis Laxity of ligament Lcl inf dt cen ven cth Left bb block NEC Left bb hemiblock Left heart failure Leg ab w compl NEC-comp Leg ab w pelv damag-comp Leg abor w pelv inf-comp Leg varicosity w inflam Leg varicosity w ulcer Legal abor w hemorr-comp Legal abort uncompl-comp Legal abort uncompl-unsp Legal abort w hemorr-inc Legal abort w shock-comp Legal blindness-usa def Legal circumstances Legal intervent-firearm Legal intervention NEC Legal intervention NOS Legionnaires' disease Leishmaniasis NOS Lens prosthesis malfunc Lens replacement NEC Leprosy NOS Letterer-siwe dis thorax Leuk NOS w/o achv rmsn Leukemia NOS w remission Leukemoid reaction Leukocytopenia NOS Leukocytosis NOS Leukodystrophy Leukoplakia oral mucosa Lftsded ulcertve colitis Lichen NOS Lichen planus Lichenification Lifting machine accident Light-for-dates <500g Lipidoses Lipodystrophy Lipoid metabol dis NEC Lipoid metabol dis NOS Lipoma NEC Lipoma NOS Lipoma intra-abdominal Lipoma intrathoracic Lipoma skin NEC Lipoma skin face Lipoma spermatic cord Lipoprotein deficiencies Listeriosis Liver disorder NOS Liver disorders NEC Liver donor Liver hematom/contus-opn Liver hematoma/contusion Liver injury NEC-closed Liver injury NEC-open Liver injury NOS-closed Liver lacerat unspcf cls Liver lacerat unspcf opn Liver lacerat, major-opn Liver lacerat, minor-opn Liver lacerat, mod-open Liver laceration, major Liver laceration, minor Liver laceration, mod Liver transplant status Liver/bil trct disr-ante Liver/bil trct disr-del Lk rtctl unsp xtrndl org Lng use antiplte/thrmbtc Loc osteoart NOS-forearm Loc osteoarth NOS-ankle Loc osteoarth NOS-hand Loc osteoarth NOS-l/leg Loc osteoarth NOS-pelvis Loc osteoarth NOS-shlder Loc osteoarth NOS-unspec Loc prim osteoart-l/leg Loc prim osteoart-pelvis Local skin infection NEC Local skin infection NOS Local suprficial swellng Localized adiposity Locked-in state Long QT syndrome Long-term anti-inflamtry Long-term use antibiotic Long-term use anticoagul Long-term use meds NEC Long-term use of aspirin Long-term use of insulin Long-term use steroids Longitud defic arm NEC Longitud defic phalanges Longitud defic radius Longitudin defic fibula Loose body in knee Loose body-pelvis Lordosis NEC Loss control mv acc-driv Loss control mv acc-psgr Loss control mv-mcyc psg Loss control mv-mocycl Loss control mv-pers NOS Loss of teeth d/t trauma Loss teeth d/t peri dis Low blood press reading Low grde myelody syn les Low tension glaucoma Low vision, one eye Lower extremity aneurysm Lower extremity embolism Lower leg injury NOS Lower limb anomaly NEC Lower limb anomaly NOS Lower urin calcul NOS Lt ef oth paral side NOS Lt ef oth parals non-dom Lt ef oth parals-bilat Lt eff intracranial inj Lt eff nerv inj pelv/leg Lt eff nerv inj shld/arm Lt eff opn wnd head/trnk Lt-date w/mal 1500-1749g Lt-date w/mal 2000-2499g Lt-for-dates 1000-1249g Lt-for-dates 1250-1499g Lt-for-dates 1500-1749g Lt-for-dates 1750-1999g Lt-for-dates 2000-2499g Lt-for-dates 2500+g Lt-for-dates 500-749g Lt-for-dates 750-999g Lte ef-mplga low lmb NOS Lte efct advrs efct drug Lumb disc dis w myelopat Lumb/lumbosac disc degen Lumbago Lumbar disc displacement Lumbar puncture reaction Lumbosacr spondylolysis Lumbosacral neuritis NOS Lumbosacral plex injury Lumbosacral spondylosis Lump or mass in breast Lung - kaposi's sarcoma Lung anomaly NEC Lung anomaly NOS Lung contusion-closed Lung contusion-open Lung injury NOS-closed Lung injury NOS-open Lung involv in oth dis Lung laceration-closed Lung laceration-open Lung transplant status Lupus erythematosus Lym nds - kpsi's sarcoma Lyme disease Lymph/hematpoitc tis NEC Lymphadenitis NOS Lymphangioleiomyomatosis Lymphangioma, any site Lymphangitis Lymphocytic choriomening Lymphocytopenia Lymphocytosis-symptomatc Lymphomas NEC abdom Lymphomas NEC head Lymphomas NEC inguin Lymphomas NEC mult Lymphomas NEC spleen Lymphomas NEC thorax Lymphosarcoma head Lymphosarcoma mult Lymphsrc unsp xtrndl org MRSA elsewhere/NOS MRSA septicemia Machine accid-agricult Machine dependence NEC Machine dependence NOS Machinery accident NEC Macrodactylia (fingers) Macroglobulinemia Macrostomia Macular degeneration NOS Maj puer inf NOS-del p/p Major osseous defects Major puerp inf NOS-p/p Mal carcinoid bronc/lung Mal carcnoid foregut NOS Mal crcnd prim site unkn Mal hy ht/kd I-IV w/o hf Mal hy kid w cr kid I-IV Mal hyp ht dis w/o hf Mal hyp ht/kd I-IV w hf Mal hyp ht/kd stg V w hf Mal hyp kid w cr kid V Mal hypert hrt dis w hf Mal melanom face NEC/NOS Mal melanoma scalp/neck Mal neo GI tract ill-def Mal neo access sinus NEC Mal neo access sinus NOS Mal neo adnexa NEC Mal neo ampulla of vater Mal neo ant 2/3 tongue Mal neo ant epiglottis Mal neo ant floor mouth Mal neo ant mediastinum Mal neo bladder neck Mal neo bladder-anterior Mal neo bladder-dome Mal neo bladder-lateral Mal neo bladder-post Mal neo bladder-trigone Mal neo brain stem Mal neo breast low-inner Mal neo breast low-outer Mal neo breast up-outer Mal neo bronch/lung NEC Mal neo bronch/lung NOS Mal neo carotid body Mal neo cartilage larynx Mal neo cereb ventricle Mal neo cerebellum NOS Mal neo cerebral mening Mal neo cervical esophag Mal neo cervix uteri NOS Mal neo cheek mucosa Mal neo cranial nerves Mal neo descend colon Mal neo esophagus NEC Mal neo esophagus NOS Mal neo ethmoidal sinus Mal neo extrahepat ducts Mal neo fallopian tube Mal neo female genit NEC Mal neo gi/intra-abd NEC Mal neo head/face/neck Mal neo hepatic flexure Mal neo hypopharynx NEC Mal neo hypopharynx NOS Mal neo intrahepat ducts Mal neo islet langerhans Mal neo lip/vermil NOS Mal neo liver, primary Mal neo long bones leg Mal neo lower 3rd esoph Mal neo lower lobe lung Mal neo lower vermilion Mal neo lymph intra-abd Mal neo lymph node NOS Mal neo lymph node-mult Mal neo lymph-axilla/arm Mal neo lymph-head/neck Mal neo lymph-inguin/leg Mal neo lymph-intrapelv Mal neo lymph-intrathor Mal neo male breast NEC Mal neo maxillary sinus Mal neo mediastinum NEC Mal neo mediastinum NOS Mal neo middle 3rd esoph Mal neo middle lobe lung Mal neo mouth floor NEC Mal neo mouth floor NOS Mal neo nasopharynx NEC Mal neo nasopharynx NOS Mal neo occipital lobe Mal neo oral/pharynx NEC Mal neo oropharynx NEC Mal neo pancreas body Mal neo pancreas head Mal neo pancreas tail Mal neo pancreatic duct Mal neo parietal lobe Mal neo parietal pleura Mal neo peritoneum NEC Mal neo peritoneum NOS Mal neo pharynx NOS Mal neo post mediastinum Mal neo post nasopharynx Mal neo post oropharynx Mal neo pyloric antrum Mal neo pyriform sinus Mal neo rectosigmoid jct Mal neo rectum/anus NEC Mal neo retroperitoneum Mal neo ribs/stern/clav Mal neo salivary NOS Mal neo sigmoid colon Mal neo skull/face bone Mal neo small bowel NEC Mal neo small bowel NOS Mal neo soft tis abdomen Mal neo soft tis pelvis Mal neo soft tis thorax Mal neo soft tissue NEC Mal neo soft tissue arm Mal neo soft tissue head Mal neo soft tissue leg Mal neo spinal cord Mal neo splenic flexure Mal neo stom great curv Mal neo stom lesser curv Mal neo stomach body Mal neo stomach cardia Mal neo stomach fundus Mal neo temporal lobe Mal neo thoracic esophag Mal neo tongue base Mal neo tonsillar fossa Mal neo transverse colon Mal neo upper 3rd esoph Mal neo upper lobe lung Mal neo upper vermilion Mal neo urinary NEC Mal neopl trunk NOS Mal renovasc hypertens Malaise and fatigue NEC Malaria NEC Malaria NOS Malaria complicated NEC Malayan filariasis Male gen inflam dis NEC Male gen vascul dis NEC Male genital dis NEC Male genital dis NOS Malfun neuro device/graf Malfunc card dev/grf NEC Malfunc cardiac pacemake Malfunc coron bypass grf Malfunc gu dev/graft NEC Malfunc oth device/graft Malfunc prosth hrt valve Malfunc urethral cath Malfunc vasc device/graf Malig carcinoid ileum Malig carcinoid oth site Malig carcinoid rectum Malig melanoma arm Malig melanoma leg Malig melanoma lip Malig melanoma skin NEC Malig melanoma skin NOS Malig melanoma trunk Malig neo abdomen Malig neo ascend colon Malig neo biliary NEC Malig neo biliary NOS Malig neo bladder NEC Malig neo bladder NOS Malig neo brain NEC Malig neo brain NOS Malig neo cervix NEC Malig neo corpus uteri Malig neo disseminated Malig neo endocervix Malig neo frontal lobe Malig neo gallbladder Malig neo gum NOS Malig neo hard palate Malig neo lower gum Malig neo main bronchus Malig neo oropharynx NOS Malig neo pancreas NEC Malig neo pancreas NOS Malig neo parathyroid Malig neo parotid Malig neo penis NOS Malig neo pituitary Malig neo renal pelvis Malig neo site NEC Malig neo soft palate Malig neo subglottis Malig neo supraglottis Malig neo testis NEC Malig neo tongue NEC Malig neo tongue NOS Malig neo upper gum Malig neo vertebrae Malig neopl anal canal Malig neopl kidney Malig neopl pleura NEC Malig neopl pleura NOS Malig neopl stomach NEC Malig neopl stomach NOS Malig neopl uterus NOS Malig neoplasm mouth NEC Malig neuroendo ca NOS Malign neopl adrenal Malign neopl breast NEC Malign neopl breast NOS Malign neopl cerebrum Malign neopl choroid Malign neopl ovary Malign neopl pelvis Malign neopl prostate Malign neopl retina Malign neopl thorax Malign neopl thyroid Malign neopl ureter Malign neopl urethra Malign neopl vagina Malign neopl vallecula Malign neopl vulva NOS Malignant ascites Malignant hypertension Malignant hyperthermia Malignant neo anus NOS Malignant neo appendix Malignant neo colon NEC Malignant neo colon NOS Malignant neo glottis Malignant neo larynx NEC Malignant neo larynx NOS Malignant neo liver NOS Malignant neo palate NOS Malignant neo pylorus Malignant neo trachea Malignant neopl duodenum Malignant neopl heart Malignant neopl jejunum Malignant neopl rectum Malignant neopl thymus Malignant neopl tonsil Malignant neoplasm NOS Malignant neoplasm cecum Malignant neoplasm ileum Malignant otitis externa Malignant pleural effusn Mallory-weiss syndrome Malnutrition mild degree Malnutrition mod degree Malocclusion NOS Malpos/dispro NEC aff NB Malposition of heart Malunion of fracture Mammographic microcalcif Mandible fx NOS-closed Mandible fx NOS-open Mantle cell lym xtrrndl Mantle cell lymph multip Mantle cell lymph spleen Mantle cell lymph thorax Marfan syndrome Margin zone lym abdom Margin zone lymph spleen Margnl zone lym xtrndl Mastodynia Mastoiditis NOS Mat anesth/analg aff NB Mat anticonv aff NB/fet Mat cocaine aff NB/fet Matern compl NEC aff NB Matern hyperten aff NB Matern hypoten syn-deliv Matern narc aff NB/fetus Matern urine dis aff NB Maternal DES af NB/fetus Maternal cond NEC aff NB Maternal infec aff NB Mch cmp autm mplnt dfbrl Mech com orth dev NEC Mech com pros jt implant Mech comp esophagostomy Mech comp respirator Mech loosening pros jt Meckel's diverticulum Meconium asp w resp symp Meconium dur del aff NB Meconium obstruction Meconium staining Med exam NEC-admin purp Median nerve lesion NEC Mediastinitis Mediastinum disease NEC Medical misadventure NEC Medical misadventure NOS Medullary sponge kidney Megacolon NEC Megaloblastic anemia NEC Membranoprolif nephr NOS Membranoprolif nephrosis Membranous nephritis NOS Memory loss Meniere's disease NOS Mening in oth bact dis Mening in oth viral dis Meningismus Meningitis NOS Meningitis oth spcf bact Meningococc pericarditis Meningococcal meningitis Meningococcemia Menopausal disorder NEC Menopausal disorder NOS Menstrual disorder NEC Menstrual disorder NOS Mental dis-deliv w p/p Mental disor NEC oth dis Mental disor NOS oth dis Mental disorder-antepart Mental disorder-deliver Mental disorder-postpart Meralgia paresthetica Merkel cell ca-oth sites Metabolic cardiomyopathy Metabolic encephalopathy Metabolism disorder NEC Metabolism disorder NOS Metalworking machine acc Metatarsus varus Meth res pneu d/t Staph Meth resis Staph carrier Meth sus pneum d/t Staph Meth susc Staph aur sept Meth susc Staph carrier Methemoglobinemia Metrorrhagia Mgkrycyt leuk in relapse Mgrn NOS w ntrc w st mgr Mgrn unsp w ntrc mgr std Mgrn w aura wo ntrc mgrn Microcephalus Microgenia Microglossia Microscopic hematuria Microtia Migrne unsp wo ntrc mgrn Mild cognitive impairemt Mild dysplasia of cervix Mild hyperemesis-antepar Mild intellect disabilty Mild nonprolf db retnoph Mild/NOS preeclamp-antep Mild/NOS preeclamp-deliv Mild/NOS preeclamp-p/p Mild/mod birth asphyxia Miliary TB NEC-unspec Miliary TB NOS-cult dx Miliary TB NOS-histo dx Miliary TB NOS-oth test Miliary TB NOS-unspec Mineral deficiency NEC Mineralcorticoid defcnt Miosis not d/t miotics Missed abortion Mitr/aortic mult involv Mitral insuf/aort stenos Mitral stenos/aort insuf Mitral stenosis Mitral stenosis w insuff Mitral valve dis NEC/NOS Mitral valve disorder Mitral/aortic stenosis Mitral/aortic v dis NOS Mitral/aortic val insuff Mixed acid-base bal dis Mixed hearing loss,bilat Mixed hearing loss,unilt Mixed hyperlipidemia Mixed incontinence Mlg mast unsp xtrndl org Mlt opn wnd shldr w tend Mningts gram-neg bct NEC Mnplg upr lmb nondmnt sd Mod intellect disability Mod nonprolf db retinoph Molluscum contagiosum Monoarthritis NOS-l/leg Monoclon paraproteinemia Monocytosis-symptomatic Mononeuritis NOS Mononeuritis arm NEC Mononeuritis arm NOS Mononeuritis leg NOS Mononeuritis multiplex Monoplegia NOS Monplga lwr lmb dmnt sde Monplga lwr lmb unsp sde Monplga upr lmb dmnt sde Monplga upr lmb unsp sde Monteggia's fx-closed Monteggia's fx-open Mood disorder other dis Morbid obesity Mouth anomaly NEC Moyamoya disease Mth sus Stph aur els/NOS Mucopur conjunctivit NEC Mucosits d/t antineo rx Mult congen anomal NEC Mult cranial nerve palsy Mult crushing injury arm Mult endo neoplas type I Mult fx mandible-closed Mult fx mandible-open Mult fx metacarpus-close Mult fx metacarpus-open Mult gest malpres-deliv Mult mye w/o achv rmson Mult myelm w remission Mult myeloma in relapse Mult opn wnd should-comp Mult pregnancy aff NB Multiple contusion arm Multiple contusion trunk Multiple contusions NEC Multiple fx hand-closed Multiple fx hand-open Multiple sclerosis Multisystem toxoplasmos Musc disuse atrophy NEC Muscle disorders NEC Muscle weakness-general Muscle/ligament dis NEC Muscle/ligament dis NOS Muscskel sympt limb NEC Musculoskel anom NEC/NOS Mv acc board/alight-driv Mv acc board/alight-psgr Mv board/alight-pers NEC Mv coll NOS-mcycl psngr Mv coll NOS-ped cycl Mv coll w obj-ped cycl Mv coll w oth obj-driver Mv coll w oth obj-mocycl Mv coll w oth obj-pasngr Mv coll w ped-anim rid Mv coll w ped-ped cycl Mv coll w pedest-driver Mv coll w pedest-motcycl Mv coll w pedest-pasngr Mv coll w pedest-pedest Mv collis NOS-motorcycl Mv collis NOS-pers NOS Mv collision NOS-driver Mv collision NOS-pasngr Mv collision NOS-pedest Mv n-traf acc NEC-mocycl Mv n-traff NEC-pedest Mv n-traff NEC-pers NEC Mv n-traff NEC/NOS-psgr Mv n-traff acc NEC-driv Mv traff acc NEC-driver Mv traff acc NEC-mocycl Mv traff acc NEC-pasngr Mv traff acc NEC-pedest Mv traff acc-pers NEC Mv traff acc-pers NOS Mv-oth veh coll-driver Mv-oth veh coll-mcyc psg Mv-oth veh coll-motcycl Mv-oth veh coll-pasngr Mv-oth veh coll-ped cycl Mv-oth veh coll-pers NEC Myalgia and myositis NOS Myasthenia in oth dis Myasthna gravs w ac exac Mycobacterial dis NEC Mycobacterial dis NOS Mycoses NEC & NOS Mycosis fungoides abdom Mycosis fungoides head Mycosis fungoides mult Mycosis fungoides thorax Mycotic corneal ulcer Mycotic mycetomas Mycs fng unsp xtrndl org Mydriasis not d/t mydrtc Myelitis cause NEC Myelodysplastic synd NOS Myelodyspls syn w 5q del Myelofi w myelo metaplas Myelofibrosis Myelopathy NEC Myelopathy in oth dis Myelophthisis Myl sarcoma wo achv rmsn Myocardial degeneration Myocarditis NOS Myoclonus Myogenic ptosis Myoglobinuria Myoneural disorders NEC Myoneural disorders NOS Myopathies NEC Myopathy NOS Myopathy in endocrin dis Myopia Myotonia congenita Myotonic musclr dystrphy Mysthna grvs w/o ac exac N-traf board/alight-driv N-traf board/alight-psgr N-traf brd/alight-mocycl N-traf brd/alit-pers NEC N-traf brd/alit-pers NOS NB GI hemorrhage NB acidosis NEC NB asp w resp symp NEC NB atelectasis NEC/NOS NB cardiac arrest NB cereb irrit NEC/NOS NB cold injury syndrome NB cutaneous hemorrhage NB drug withdrawal syndr NB fetal blood loss NEC NB hemolyt dis-abo isoim NB hemolyt dis-isoim NEC NB hemolyt dis:rh isoimm NB hemorrhagic disease NB hypothermia NEC NB hypoxia NB integument cond NEC NB integument cond NOS NB interstit emphysema NB intraven hem NOS NB intraven hem,grade i NB intraven hem,grade ii NB intraven hem,grade iv NB intravn hem,grade iii NB obs genetc/metabl cnd NB obsrv oth suspct cond NB obsrv suspct infect NB obsrv suspct neurlgcl NB pulmonary hemorrhage NB respiratory arrest NB respiratory cond NOS NB septicemia [sepsis] NB subarachnoid hemorr NB temp regulat dis NEC NB transitory tachypnea NB urinary tract infectn Nail anomalies NEC Narcissistic personality Narclpsy w/o cat oth dis Narcolepsy w cataplexy Narcolepsy w/o cataplexy Nasal & sinus dis NEC Nasal bone fx-closed Nasal bone fx-open Nasal mucositis (ulcer) Nasal polyp NOS Nasal sinus polyp NEC Nausea alone Nausea with vomiting Nd other specf vacnation Nd vac hmophlus inflnz b Nd vac strp pnumn/inflnz Nd vac strptcs pneumni b Ndlr lym unsp xtrndl org Ndr sclr unsp xtrndl org Necrosis of artery Necrotizing fasciitis Need prphyl vc vrl hepat Neonat diabetes mellitus Neonat endo/met dis NEC Neonat jaund in oth dis Neonat jaund preterm del Neonatal bradycardia Neonatal candida infect Neonatal conjunctivitis Neonatal dehydration Neonatal hemorrhage NEC Neonatal hypoglycemia Neonatal nasolacrml obst Neonatal neutropenia Neonatal tachycardia Neonatal thrombocytopen Neonatal thyrotoxicosis Neoplasm other sites NOS Neoplasm related pain Nephritis NEC Nephritis NOS Nephritis NOS in oth dis Nephrogen diabetes insip Nephrotic syn in oth dis Nephrotic syn, prolifer Nephrotic syndrome NEC Nephrotic syndrome NOS Nerve/musculskel sym NEC Nervous syst complc NOS Nervous system anom NEC Nervous system anom NOS Neural hearng loss,bilat Neuralgia/neuritis NOS Neurofibromatosis NOS Neurofibromatosis typ II Neurofibromatosis type I Neurogenic bladder Neurogenic bladder NOS Neurogenic bowel Neurohypophysis dis NEC Neuroleptic malgnt synd Neurologic neglect syndr Neuromyelitis optica Neuropathy due to drugs Neuropathy in diabetes Neuropathy in malig dis Neuropathy in other dis Neurosyphilis NOS Neurpthy in col vasc dis Neurpthy toxic agent NEC Neutropenia NEC Neutropenia NOS Neutropenia d/t infectn Nevus, non-neoplastic No family able to care No med facilities NEC No proc for reasons NEC No proc/contraindication No proc/patient decision No vaccin-caregiv refuse No vaccination-pt refuse Nocturia Nod prostate w ur obst Nod prostate w/o ur obst Nodular lymphoma abdom Nodular lymphoma head Nodular lymphoma inguin Nodular lymphoma mult Nodular lymphoma pelvic Non-healing surgcl wound Nonauto hem anemia NOS Noncmplnt w renal dialys Nonexudat macular degen Noninf gastroenterit NEC Noninfect dis pinna NEC Noninfect lymph dis NEC Noninfect vag leukorrhea Noninfl dis ova/adnx NEC Noninfl dis ova/adnx NOS Noninflam dis vagina NEC Noninflam dis vulva NEC Noninflam dis vulva NOS Nonorganic sleep dis NEC Nonprolf db retnoph NOS Nonpsychot brain syn NOS Nonpsychotic disord NOS Nonpyogen thrombos sinus Nonpyogenic meningitis Nonrheum tricusp val dis Nonrupt cerebral aneurym Nonsp abn fd-bilry tract Nonsp abn fd-skull/head Nonsp abn find-body NEC Nonsp abn find-gi tract Nonsp abn find-gu organs Nonsp abn find-ms system Nonsp abn fnd-abdom area Nonsp abn intrathor NEC Nonsp positive cult NEC Nonsp rea gma interferon Nonsp rea skn test wo tb Nonspecif skin erupt NEC Nonsupp otitis media NOS Nonteratogenic anom NEC Nontox multinodul goiter Nontox nodul goiter NOS Nontox uninodular goiter Nontraum comp syn-low ex Nontraum comp syn-up ext Nontraum extradural hem Nontraum muscle rupture Nontrauma comp syn-abd Nontrauma hema soft tiss Nonunion of fracture Nonvenom arthropod bite Norml pressure hydroceph Nose anomaly NEC Nox sub NEC aff NB/fetus Nox sub NOS aff NB/fetus Nutrition deficiency NEC Nutrition deficiency NOS Nutrition optc neuropthy Nutritional anemia NEC Nutritional marasmus Nystagmus NEC Nystagmus NOS Ob inj pelv org NEC-del Ob pyemic embol-antepart Ob surg comp NEC-postpar Ob surg compl-del w p/p Ob trauma NEC-del w p/p Obesity NOS Obesity hypovent synd Obesity-antepartum Obesity-postpartum Obj w-w/o sub fall NEC Objective tinnitus Obs chr bronc w ac bronc Obs chr bronc w(ac) exac Obs dfct ren plv&urt NOS Observ-accident NEC Observ-inflicted inj NEC Obsessive-compulsive dis Obsrv NB suspc resp cond Obst chr bronc w/o exac Obst def ren plv&urt NEC Obstetric shock-deliver Obstetric shock-postpart Obstr incisional hernia Obstr ventral hernia NEC Obstr ventral hernia NOS Obstruc/fet malpos-deliv Obstruct heart anom NEC Obstruction gallbladder Obstruction of bile duct Obstructiv hydrocephalus Obstructive sleep apnea Ocl art NOS w infrct Ocl bslr art w infrct Ocl bslr art wo infrct Ocl crtd art w infrct Ocl crtd art wo infrct Ocl mlt bi art w infrct Ocl mlt bi art wo infrct Ocl spcf art w infrct Ocl spcf art wo infrct Ocl vrtb art w infrct Ocl vrtb art wo infrct Ocular lac w/o prolapse Ocular lacera w prolapse Oil/essence pneumonitis Old FB in soft tissue Old detachment, partial Old detachment, total Old disrupt post cruciat Old hyperten NEC-postpar Old myocardial infarct Olecranon bursitis Oligohydramnios aff NB Oligohydramnios-deliver Oliguria & anuria Omphalitis of newborn Onychia of finger Onychia of toe Op skl base fx-deep coma Op skl base fx-prol coma Op skl base fx/cereb lac Op skl base fx/menin hem Op subarach hem-brf coma Op subarach hem-coma NOS Op subarach hem-deep com Open skull base fracture Open skull fracture NEC Open subdur hem w/o coma Open wnd face NEC-compl Open wnd face NOS-compl Open wnd finger w tendon Open wnd forearm w tendn Open wnd forehead-compl Open wnd head NEC-compl Open wnd hip/thigh-compl Open wnd knee/leg-compl Open wnd knee/leg/ankle Open wnd nas sinus-compl Open wnd nose NOS-compl Open wnd trunk NEC-compl Open wnd up arm w tendon Open wnd upper arm-compl Open wound arm mult/NOS Open wound axilla-compl Open wound back-compl Open wound breast-compl Open wound buccal mucosa Open wound cheek-compl Open wound chest-compl Open wound elbow-complic Open wound finger-compl Open wound foot w tendon Open wound foot-compl Open wound forearm-compl Open wound hand w tendon Open wound jaw-complicat Open wound larynx-compl Open wound lip-complicat Open wound nasal cavity Open wound nasal septum Open wound nasal sinus Open wound of auricle Open wound of axilla Open wound of back Open wound of breast Open wound of buttock Open wound of cheek Open wound of chest Open wound of cochlea Open wound of ear NEC Open wound of ear NOS Open wound of ear drum Open wound of elbow Open wound of face NEC Open wound of face NOS Open wound of finger Open wound of foot Open wound of forearm Open wound of forehead Open wound of hand Open wound of head NEC Open wound of hip/thigh Open wound of jaw Open wound of leg NEC Open wound of lip Open wound of mouth NOS Open wound of neck NEC Open wound of nose NOS Open wound of palate Open wound of penis Open wound of pharynx Open wound of scalp Open wound of scapula Open wound of shoulder Open wound of toe Open wound of trachea Open wound of trunk NEC Open wound of upper arm Open wound of vagina Open wound of wrist Open wound pharynx-compl Open wound scalp-compl Open wound site NOS Open wound thyroid gland Open wound tongue-compl Open wound trachea-compl Open wound vagina-compl Open wound vulva-compl Open wound wrist-complic Open-angle glaucoma NOS Opioid abuse-continuous Opioid abuse-episodic Opioid abuse-in remiss Opioid abuse-unspec Opioid dependence-contin Opioid dependence-episod Opioid dependence-remiss Opioid dependence-unspec Opioid/other dep-contin Opioid/other dep-episod Opioid/other dep-remiss Opioid/other dep-unspec Opn brain lac-proln coma Opn brain lacer-coma NOS Opn cerebe lac-deep coma Opn cerebel lac-mod coma Opn cortex lac-deep coma Opn cortex lacer-no coma Opn lumbar fx w cord inj Opn skl base fx w/o coma Opn skl base fx-brf coma Opn skl base fx-coma NOS Opn skl fx NEC-deep coma Opn skl fx NEC/cereb lac Opn skl vlt fx-deep coma Opn skl vlt fx/cereb lac Opn skl vlt fx/menin hem Opn skl/oth fx-deep coma Opn skl/oth fx/menin hem Opn skul base fx/hem NEC Opn skul fx NEC-brf coma Opn skul fx NEC-coma NOS Opn skul vlt fx w/o coma Opn skul vlt fx-brf coma Opn skul vlt fx-coma NOS Opn skul/oth fx-coma NOS Opn skul/oth fx-mod coma Opn skull vault fracture Opn skull vlt fx/hem NEC Opn subarach hem-concuss Opn subarach hem-no coma Opn subdur hem-brf coma Opn subdur hem-concuss Opn wnd ant abdomen-comp Opn wnd anterior abdomen Opn wnd buc mucosa-compl Opn wnd hip/thigh w tend Opn wnd knee/leg w tendn Opn wnd lat abdomen-comp Opn wnd lateral abdomen Opn wnd ocular adnex NEC Opn wnd scrot/test-compl Opn wnd shouldr w tendon Opn wnd tongue/mouth flr Opn wound auditory canal Opn wound elbow w tendon Opn wound extern ear NOS Opn wound hand-complicat Opn wound neck NEC-compl Opn wound scrotum/testes Opn wound site NOS-compl Opn wound wrist w tendon Opportunistic mycoses Opposition defiant disor Opt chiasm w pituit dis Optic atrophy NOS Optic nerve disorder NEC Optic nerve injury Optic neuritis NEC Optic neuritis NOS Oral aphthae Oral soft tissue dis NEC Orbital cellulitis Orbital disorder NOS Orbital disorders NEC Orbital edema Orbital granuloma Orbital hemorrhage Orbital myositis Orbital osteomyelitis Orchitis with abscess Orchitis/epididymit NEC Orchitis/epididymit NOS Organic hypersomnia NEC Organic sleep apnea NOS Organic writers' cramp Orofacial dyskinesia Orthopedic aftercare NEC Orthopedic aftercare NOS Orthopnea Orthostatic hypotension Ossification cerv lig Osteitis condensans Osteitis deformans NOS Osteoarthro NOS-oth site Osteoarthros NOS-ankle Osteoarthros NOS-forearm Osteoarthros NOS-hand Osteoarthros NOS-l/leg Osteoarthros NOS-pelvis Osteoarthros NOS-shlder Osteoarthros NOS-unspec Osteoarthros NOS-up/arm Osteoarthrosis-mult site Osteogenesis imperfecta Osteomalacia NOS Osteomyelit NOS-forearm Osteomyelit NOS-oth site Osteomyelitis NOS-ankle Osteomyelitis NOS-hand Osteomyelitis NOS-l/leg Osteomyelitis NOS-mult Osteomyelitis NOS-pelvis Osteomyelitis NOS-unspec Osteomyelitis NOS-up/arm Osteoporosis NEC Osteoporosis NOS Ostium primum defect Ot art emb/thrm abd aort Ot comp ot bariatrc proc Ot encph/mye ot inf else Ot nonsp ab fnd lung fld Ot pul insuf fol trm/srg Ot sp hmiplg nondmnt sde Ot sp hmiplga domnt side Ot sp hmiplga unspf side Otalgia NOS Oth abnormalt urination Oth acq limb deformity Oth adult abuse/neglect Oth coll mov obj-ped cyc Oth coll mov obj-pedest Oth coll mov obj-per NEC Oth coll stn obj-cyc psg Oth coll stn obj-per NEC Oth coll stnd obj-mocycl Oth coll stndng obj-driv Oth coll stndng obj-psgr Oth con d/t chrm anm NEC Oth cond due to sex chrm Oth curr cond-antepartum Oth curr cond-del w p/p Oth curr cond-delivered Oth curr cond-postpartum Oth dermatitis solar rad Oth digestv system comp Oth drg indcd pancytopna Oth enteroviral cns dis Oth func dsdr bladder Oth gram negatv bacteria Oth hyprtrophic cardiomy Oth imno npl wo ach rmsn Oth imnprlf neo-relapse Oth inf vena cava thromb Oth learning difficulty Oth leuk w/o achv rmsn Oth lym leu wo achv rmsn Oth lymp unsp xtrndl org Oth mononeur lower limb Oth mult lb-in hosp w cs Oth neonatal coag dis Oth nonauto hem anemia Oth nspcf finding blood Oth ob compl-deliv w p/p Oth ob compl-delivered Oth ob surg compl-postpa Oth off-road mv acc-driv Oth off-road mv acc-psgr Oth off-road mv-mocycl Oth off-road mv-ped cycl Oth off-road mv-pedest Oth off-road mv-pers NOS Oth parent-child problem Oth placent cond-deliver Oth postsurgery lordosis Oth powered aircraft acc Oth prblms rltd lfstyle Oth rd veh acc-pers NEC Oth sequela, chr liv dis Oth severe malnutrition Oth spcf cmplc procd NEC Oth spcf deformity head Oth spcf dsdr urethra Oth spcf hypoglycemia Oth spcf paralytic synd Oth spcf prph vscl anoml Oth spcf retention urine Oth spec dis viruses Oth specf bacteria Oth specf viral infectn Oth specfd viral warts Oth spf gastrt w hmrhg Oth spf gstrt w/o hmrhg Oth symptm urinary systm Oth tissue graft malfunc Oth umbil cord compress Oth unspcf nspf imun fnd Oth urinry incontinence Oth varn unsp xtrndl org Oth vehicle acc NEC Oth viral dis-delivered Oth vrl hepat w hpt coma Oth vrl hpat wo hpt coma Oth/uns inf-cen ven cath Other acq back deformity Other acute sinusitis Other air leak Other alter consciousnes Other anaerobes Other anaphylactic react Other apnea of newborn Other appendicitis Other atopic dermatitis Other back symptoms Other conduct disorder Other dsrders esophagus Other dyschromia Other esophagitis Other general symptoms Other gu neoplasm NOS Other hammer toe Other heart block Other hyperalimentation Other lung disease NEC Other lymphedema Other pancytopenia Other pneumothorax Other postop infection Other prophylac chemothr Other psoriasis Other pulmonary insuff Other quadriplegia Other sborheic keratosis Other sequelae of MI NEC Other specf TMJ disordrs Other specf dermatoses Other specfd counseling Other staphylococcus Other streptococcus Other ulcerative colitis Other viral intes infec Othr migrne wo ntrc mgrn Otitis media NOS Otogenic pain Otorrhea NEC Otorrhea NOS Otosclerosis NOS Ovarian cyst NEC/NOS Ovarian endometriosis Ovarian failure NEC Ovarian hyperfunc NEC Ovarn preg w/o intra prg Overexert reptv mvmt NEC Overflow incontinence Overweight Overxrt-sudn stren mvmt P/p coag def-del w p/p Pain in limb Pain in or around eye Painful respiration Palindrom rheum-unspec Pallor Palpitations Palsy of conjugate gaze Pancreas anomalies Pancreas injury NOS-clos Pancreas injury NOS-open Pancreas, head inj-close Pancreas, tail inj-close Pancreas, tail inj-open Pancreat cyst/pseudocyst Pancreatic disease NEC Pancreatic disease NOS Pancreatic disorder NEC Pancreatic disorder NOS Panhypopituitarism Panic dis w/o agorphobia Panniculitis of neck Panniculitis, site NEC Panniculitis, unsp site Panophthalmitis Panuveitis Pap smear anus w ASC-US Papillary muscle dis NEC Papillary muscle rupture Papilledema NOS Papilledema w decr press Papilledema w incr press Paralysis NOS Paralysis agitans Paralytic ileus Paralytic ptosis Paralytic strabismus NOS Paranoid personality Paranoid schizo-chronic Paranoid schizo-unspec Paranoid state NOS Paranoid states NEC Parapharyngeal abscess Paraphrenia Paraplegia NOS Paraproteinemia NEC Parapsoriasis Parathyroid disorder NEC Parinfluenza viral pneum Parox atrial tachycardia Parox tachycardia NOS Parox ventric tachycard Part anom pulm ven conn Part arterial occlusion Part detach-singl defec Part epil w intr epil Part epil w/o intr epil Partial edentulism NOS Partial third nerv palsy Parvovirus B19 Pasteurellosis Patau's syndrome Patellar tendinitis Patent ductus arteriosus Path fx dstl radius ulna Path fx humerus Path fx neck of femur Path fx oth spcf prt fmr Path fx oth specif site Path fx tibia fibula Path fx vertebrae Pathol dislocat-jt NEC Pathol dislocat-shlder Pauciart juv rheum arthr Pectus carinatum Pectus excavatum Ped cycl acc-ped cyclist Pedal cycle acc-pedest Pediculosis NOS Pediculus capitis Pellagra Pelv fx-clos/pelv disrup Pelv fx-open/pelv disrup Pelv perit endometriosis Pelvic congestion synd Pelvic fracture NEC-clos Pelvic fracture NEC-open Pelvic fracture NOS-clos Pelvic fracture NOS-open Pelvic hematoma-postpart Pelvic organ inj NEC-cl Pelvic organ inj NEC-opn Pelvic organ inj NOS-cl Pelvic organ inj NOS-opn Pemphigoid Pemphigus Penetr wnd orbit w/o FB Penetrat FB NEC eye Penetrat wnd orbit w FB Penile anomalies NEC Peptic ulcer NOS Perforat tympan memb NOS Perforation gallbladder Perforation of bile duct Perforation of esophagus Perforation of intestine Periapical abscess Pericardial disease NEC Pericardial disease NOS Perichondritis pinna NOS Perinat GI sys dis NEC Perinat GI sys dis NOS Perinat jaund:hemolysis Perinatal chr resp dis Perinatal condition NEC Perinatal condition NOS Perinatal infection NEC Perinatal intest perfor Periodic paralysis Periodontal disease NEC Periodontosis Peripartum card-postpart Peripartum cardiomy-del Periph T cell lym multip Periph T cell lym xtrndl Periph vascular dis NEC Periph vascular dis NOS Peripheral vertigo NEC Peripheral vertigo NOS Periprosthetc fx-pros jt Periprosthetc osteolysis Peritoneal abscess Peritoneal adhesions Peritoneal disorder NEC Peritoneal effusion Peritoneum injury-closed Peritoneum injury-open Peritonitis (acute) gen Peritonitis NEC Peritonitis NOS Peritonitis in infec dis Peritonsillar abscess Perivent leukomalacia Pernicious anemia Peroneal muscle atrophy Persist hyperplas thymus Persist postop fistula Persistent fetal circ Persistent insomnia Persistent vegtv state Persistent vomiting Persn w feared complaint Person feigning illness Personal history UTI Personal history of fall Personal histry malaria Personal hygiene NEC Personality chg oth dis Personality disorder NOS Personl hx infection CNS Pervasv dev dis-cur NEC Pervasv dev dis-cur NOS Petit mal status Peyronie's disease Phantom limb (syndrome) Pharyngeal anomaly NEC Phlbts deep vn up extrm Phlbts sprfc vn up extrm Phlbts vn NOS up extrm Phlebitis intrcran sinus Photokeratitis Physical restrain status Pica Pigment epitheliopathy Pigment retina dystrophy Pilonidal cyst w abscess Pilonidal cyst w/o absc Pituitary disorder NEC Pituitary disorder NOS Pituitary dwarfism Pityriasis NEC & NOS Pityriasis rosea Pityriasis versicolor Placent transfusion syn Placenta hem NEC aff NB Placenta prev hem-deliv Placenta previa aff NB Placenta previa-antepart Placenta previa-deliver Plantar fibromatosis Plantar nerve lesion Plasmacytoma NOS Pleural effusion NOS Pleurisy w/o effus or TB Pls cl leu w/o achv rmsn Plsm cel leuk in relapse Pneu mycplsm pneumoniae Pneum in aspergillosis Pneum in infect dis NEC Pneum in oth sys mycoses Pneum w cytomeg incl dis Pneumo oth grm-neg bact Pneumococcal meningitis Pneumococcal peritonitis Pneumococcal pneumonia Pneumococcal septicemia Pneumococcus infect NOS Pneumocystosis Pneumogastric nerve dis Pneumon oth spec orgnsm Pneumonia anaerobes Pneumonia e coli Pneumonia in whoop cough Pneumonia oth spcf bact Pneumonia oth strep Pneumonia strptococcus a Pneumonia strptococcus b Pneumonia, organism NOS Pois antidepressants NEC Pois monoamine oxidase Pois serotinin reuptake Pois tricyclc antidepres Pois-analges/antipyr NEC Pois-anti-infect NEC/NOS Pois-anti-parkinson drug Pois-antiallrg/antiemet Pois-anticonvul NEC/NOS Pois-antihyperten agent Pois-antimycobac drg NEC Pois-antineopl/immunosup Pois-arom analgesics NEC Pois-benzodiazepine tran Pois-card rhythm regulat Pois-cardiovasc agt NEC Pois-cephalosporin group Pois-cns muscle depress Pois-coronary vasodilat Pois-gen anesth NEC/NOS Pois-loc astring/deterg Pois-local anti-infect Pois-parasympatholytics Pois-parasympathomimetic Pois-phenothiazine tranq Pois-propionic acid derv Pois-sedative/hypnot NEC Pois-sedative/hypnot NOS Pois-skelet muscle relax Pois-topical dental drug Pois-uric acid metabol Poison by psychostim NEC Poison-agricult agent Poison-alcohol deterrent Poison-analgesics Poison-antipsychotic NEC Poison-antirheumatic NEC Poison-barbiturates Poison-corrosiv/caustic Poison-drug/medicin NEC Poison-drug/medicin NOS Poison-ent preparation Poison-hydantoin derivat Poison-insulin/antidiab Poison-intraven anesthet Poison-medicinal agt NEC Poison-medicinal agt NOS Poison-muscle agent NEC Poison-opiate antagonist Poison-psychotropic NEC Poison-psychotropic agt Poison-sedat/hypnotic Poison-solid/liquid NEC Poison-sympathomimetics Poison-tranquilizer NEC Poison-vasodilator NEC Poisoning by amphetamine Poisoning by caffeine Poisoning by cocaine Poisoning-anticoagulants Poisoning-antidiarrh agt Poisoning-antilipemics Poisoning-antimalarials Poisoning-antitussives Poisoning-antiviral drug Poisoning-barbiturates Poisoning-cardiotonics Poisoning-cathartic NEC Poisoning-chloral hydrat Poisoning-diuretics NEC Poisoning-expectorants Poisoning-hallucinogens Poisoning-heroin Poisoning-methadone Poisoning-opiates NEC Poisoning-opium NOS Poisoning-penicillins Poisoning-salicylates Poisoning-sulfonamides Poisoning-sympatholytics Poisoning-tetracycline Poisoning-thyroid/deriv Poisoning-vitamins NEC Polyarteritis nodosa Polyarthritis NOS-unspec Polyclon hypergammaglobu Polycyst kid-autosom dom Polycyst kid-autosom rec Polycystic kidney NOS Polycystic ovaries Polycythemia neonatorum Polycythemia vera Polydactyly NOS Polydactyly, fingers Polydactyly, toes Polydipsia Polyglandul dysfunc NEC Polyglandul dysfunc NOS Polyhydramnios aff NB Polyhydramnios-delivered Polymyalgia rheumatica Polymyositis Polyp of corpus uteri Polyp of nasal cavity Polyphagia Polyuria Poor fetal growth-deliv Popliteal synovial cyst Portal hypertension Portal pyemia Portal vein thrombosis Post MI syndrome Post disl prox tibia-cl Post disloc elbow-closed Post segmnt anom NEC-eye Post term preg-del Post tp lymphprolif dis Post traumatic seizures Post-birth umbil hemorr Post-op foreign body NEC Post-proc st eye/adn NEC Post-proc states NEC Post-surgical forgn body Post-term infant Post-trauma headache NOS Post-traumatic seroma Postablat hypothyr NEC Postablat testic hypofun Postabort pelvic damage Postabortion compl NEC Postabortion embolism Postabortion gu infect Postabortion hemorrhage Postcholecystectomy synd Postconcussion syndrome Postendoscopy forgn body Posterior disloc hip-cl Postgastric surgery synd Postherpes polyneuropath Postherpes trigem neural Postinf encephalitis NEC Postinflam pulm fibrosis Postlaminect synd-lumbar Postlaminectomy kyphosis Postmastect lymphedema Postmenopausal bleeding Postnasal drip Postop GI funct dis NEC Postop heterotopic calc Postop oth specfd aftrcr Postop shock, other Postop shock, septic Postop shock,cardiogenic Postop urethral strictur Postop vaginal prolapse Postoperative air leak Postoperative shock, NOS Postpa hem NEC-del w p/p Postpart coag def-postpa Postpart hem NEC-postpar Postphlbtc synd w/o comp Postproc aspiration pneu Postprocedural fever Postsurg hypoinsulinemia Postsurgical hypothyroid Posttraum wnd infec NEC Posttraumatic stress dis Postvaricella encephalit Pouchitis Prader-willi syndrome Precipitate del aff NB Precipitate labor-deliv Precordial pain Preg compl NEC-antepart Preg compl NEC-del w p/p Preg compl NEC-delivered Preg state, incidental Preg w hx of infertility Preglaucoma NOS Prem separ placen-deliv Premat rupt memb aff NB Premature beats NEC Premature beats NOS Premenopause menorrhagia Premenstrual tension Preop cardiovsclr exam Prepatellar bursitis Presbyopia Prescrip-oral contracept Presenile delusion Presenile dementia Pressure ulcer, ankle Pressure ulcer, buttock Pressure ulcer, elbow Pressure ulcer, heel Pressure ulcer, hip Pressure ulcer, low back Pressure ulcer, site NEC Pressure ulcer, site NOS Pressure ulcer, stage I Pressure ulcer, stage II Pressure ulcer, stage IV Pressure ulcer, upr back Pressure ulcer,stage III Pressure ulcer,stage NOS Pressure ulcer,unstagebl Preterm NEC 1000-1249g Preterm NEC 1250-1499g Preterm NEC 1500-1749g Preterm NEC 1750-1999g Preterm NEC 2000-2499g Preterm NEC 2500+g Preterm NEC 500-749g Preterm NEC 750-999g Preterm NEC <500g Preterm infant NEC wtNOS Prev c-delivery-antepart Prev c-delivery-delivrd Priapism Prickly heat Prim angl-clos glauc NOS Prim cardiomyopathy NEC Prim central sleep apnea Prim hypercoagulable st Prim open angle glaucoma Prim prg TB NEC-histo dx Prim pulm hypertension Prim thrombocytopen NOS Primary CNS lymph xtrndl Primary apnea of newborn Primary atelectasis Primary cerebellar degen Primary coccidioidomycos Primary focal hyprhidros Primary hyperparathyroid Primary syphilis NEC Prinzmetal angina Priv dwel fire-accid NEC Priv dwel fire-fumes NOS Prob-head/neck/trunk NOS Problems with learning Profnd intellct disablty Prog multifoc leukoencep Prog muscular atrophy Progr idiopath scoliosis Progressive bulbar palsy Prolapse urethral mucosa Prolapsed cord aff NB Prolif diab retinopathy Proliferat nephritis NOS Prolong depressive react Prolong rupt memb-deliv Prophyl or tx meas NEC Prophylact immunotherapy Prostatic congest/hemorr Prostatic disorders NEC Prostatic inflam dis NEC Prostatitis NOS Protein-cal malnutr NEC Protein-cal malnutr NOS Proteinuria Proteus infection NOS Protrusio acetabuli NOS Prphylct orgn rmvl brst Prphylct orgn rmvl other Prsn hst ot spf urn dsrd Prsnl hst colonic polyps Prsnl hst ot spf dgst ds Prsnl hst oth nfct parst Prsnl hst peptic ulcr ds Prsnl hst poliomyelitis Prsnl hst tuberculosis Prsnl hst urnr dsrd calc Prsnl hx recur pneumonia Prune belly syndrome Prurigo Pruritic conditions NEC Pruritic disorder NOS Pruritus of genitalia Pseudobulbar palsy Pseudoexfoliat glaucoma Pseudomonal pneumonia Pseudomonas infect NOS Pseudomonas septicemia Pseudopolyposis colon Pseudotumor cerebri Psoas muscle abscess Psoriatic arthropathy Psy dis w delus oth dis Psy dis w halluc oth dis Psychic factor w oth dis Psychogen cardiovasc dis Psychogen musculskel dis Psychogen paranoid psych Psychogenic disorder NEC Psychogenic disorder NOS Psychogenic pain NEC Psychogenic respir dis Psychological stress NEC Psychophysic visual dist Psychosexual dis NOS Psychosis NOS Psymotr epil w intr epil Psymotr epil w/o int epi Pterygium NOS Ptosis of eyelid NOS Puerp cerebvas dis-deliv Puerp comp NEC-del w p/p Puerp compl NEC-postpart Puerp endomet del w p/p Puerp endomet-postpart Puerp pyrexia-del w p/p Puerp pyrexia-postpartum Pul alveolar proteinosis Pulm congest/hypostasis Pulm embol NOS-antepart Pulm embol NOS-postpart Pulm embol/infarct NEC Pulmon TB NEC-oth test Pulmon TB NOS-cult dx Pulmon TB NOS-micro dx Pulmon artery aneurysm Pulmon circulat dis NEC Pulmon circulat dis NOS Pulmonary AV malformatn Pulmonary TB NOS-unspec Pulmonary actinomycosis Pulmonary collapse Pulmonary eosinophilia Pulmonary mycobacteria Pulmonary valve anom NEC Pulmonary valve anom NOS Pulmonary valve disorder Pulsating exophthalmos Pure hypercholesterolem Pure hyperglyceridemia Purpura NOS Purulent endophthalm NOS Pyelonephritis NOS Pylorospasm Pyoderma NEC Pyoderma gangrenosum Pyogen arthritis NEC Pyogen arthritis-ankle Pyogen arthritis-forearm Pyogen arthritis-hand Pyogen arthritis-l/leg Pyogen arthritis-mult Pyogen arthritis-pelvis Pyogen arthritis-shlder Pyogen arthritis-up/arm Pyogenic granuloma Pyrexia in labor-deliver Pyrophosph cryst-l/leg Pyrophosph cryst-up/arm Quadriplegia, unspecifd Quadrplg c1-c4, complete Quadrplg c1-c4, incomplt Quadrplg c5-c7, complete Quadrplg c5-c7, incomplt REM sleep behavior dis RR acc NEC-pedestrian RR coll NOS-pedestrian RR coll w oth obj-pedest Radial nerve lesion Radial styloid tenosynov Radiation gastroenterit Radiation kyphosis Radiation scoliosis Radiotherapy encounter Radiotherapy follow-up Rape Rapidly prog nephrit NOS Raynaud's syndrome React depress psychosis React-cardiac dev/graft React-indwell urin cath React-int pros devic NEC React-inter joint prost React-nerv sys dev/graft React-oth genitourin dev React-oth int ortho dev React-oth vasc dev/graft React-periton dialy cath Reactive confusion Rec depr psych-psychotic Rec preg loss wo cur prg Recent detachment, total Rectal & anal dis NEC Rectal & anal hemorrhage Rectal & anal stenosis Rectal & anal ulcer Rectal prolapse Rectocele Rectum injury-closed Rectum injury-open Recur bilat inguin hern Recur depr psych-severe Recur dislocat-l/leg Recur dislocat-pelvis Recur dislocat-shlder Recur manic-sev w psycho Recur unil ing hern-gang Recur unil ing hern-obst Recur unilat inguin hern Recurr depr psychos-mild Recurr depr psychos-mod Recurr depr psychos-unsp Recurrent hypersomnia Redness/discharge of eye Reduc deform up limb NOS Reduction deform leg NOS Reduction deform, brain Redun prepuce & phimosis Reentrant mv coll-driver Referred pain of ear Reflux esophagitis Refusal of treatment Reg enterit sm/lg intest Reg enteritis, lg intest Reg enteritis, sm intest Regional enteritis NOS Reiter's disease Removal int fixation dev Renal & ureteral dis NEC Renal & ureteral dis NOS Renal agenesis Renal artery aneurysm Renal artery atheroscler Renal artery hyperplasia Renal dialysis encounter Renal dialysis status Renal dis NOS-antepartum Renal dis NOS-delivered Renal dysplasia Renal failure NOS Renal hyperten-postpart Renal osteodystrophy Renal sclerosis NOS Renal vascular disorder Renal vein thrombosis Renal vessel anomaly Renal/perirenal abscess Renovasc hypertension Residual hemorrhoid tags Resp brncio interst lung Resp cond dt smoke inhal Resp cond: ext agent NEC Resp failure of newborn Resp obstr-food inhal Resp obstr-inhal obj NEC Resp prob after brth NEC Resp syncyt viral pneum Resp sys/chest symp NEC Resp system disease NEC Resp system disease NOS Respirator depend status Respiratory abnorm NEC Respiratory abnorm NOS Respiratory anomaly NEC Respiratory arrest Respiratory comp NEC Respiratory distress syn Respiratory neoplasm NOS Resprtry syncytial virus Restless legs syndrome Ret cholelh fol cholecys Retain FB NEC Retain organic frag NEC Retain plastic fragments Retained dental root Retained glass fragments Retained metal frag NOS Retclsrc unsp xtrndl org Retention urine NOS Reticulosarcoma abdom Reticulosarcoma head Reticulosarcoma inguin Reticulosarcoma mult Reticulosarcoma thorax Retinal detachment NEC Retinal detachment NOS Retinal disorder NOS Retinal disorders NEC Retinal edema Retinal hemorrhage Retinal ischemia Retinal varices Retinal vasc occlus NOS Retinal vascular changes Retrolental fibroplasia Retroperiton abscess NEC Retroperitoneum inj-cl Retroperitoneum inj-open Retropharyngeal abscess Rflx sym dystrph lwr lmb Rflx sym dystrph oth st Rflx sym dystrph up limb Rh incomp/HTR NEC Rh isoimmunizat-antepart Rhabdomyolysis Rheum aortic dis NEC/NOS Rheum aortic sten/insuff Rheum fev w/o hrt involv Rheum pulmon valve dis Rheumat aortic stenosis Rheumatic aortic insuff Rheumatic heart dis NEC Rheumatic heart dis NOS Rheumatic heart failure Rheumatic mitral insuff Rheumatoid arthritis Rheumatoid lung Rhinitis due to pollen Rhinovirus infect NOS Rib & sternum anomal NEC Rickettsiosis NOS Ridden animal acc-rider Ritter's disease Roller skate,skateboard Rosacea Rotator cuff dis NEC Rotator cuff rupture Rotator cuff synd NOS Routin child health exam Routine circumcision Rt bbb/lft ant fasc blk Rt bbb/lft post fasc blk Rt bundle branch block Rt proc-wrong side/part Running Rupt abd aortic aneurysm Rupt exten tendon hand Ruptur thoracic aneurysm Rupture eye w tissu loss Rupture of artery Rupture uterus NOS-deliv SIRS, NOS SIRS-noninf w ac org dys SIRS-noninf w/o ac or ds Sacral spinal cord injur Sacroiliitis NEC Saddle embol pulmon art Salivary gland abscess Salivary gland dis NEC Salivary gland dis NOS Salivary secretion dis Salmonella enteritis Salmonella infection NEC Salmonella infection NOS Salmonella septicemia Salpingo-oophoritis NOS Sarcoidosis Sbrheic infantl drmtitis Scabies Scanty menstruation Scar & fibrosis of skin Schilder's disease Schistosomiasis NEC Schistosomiasis NOS Schizoaff dis-subch/exac Schizoaffective dis NOS Schizoaffective dis-chr Schizoaffectve dis-remis Schizoafftv dis-chr/exac Schizoid personality NOS Schizoph resid-chro/exac Schizophr dis resid NOS Schizophr dis resid-chr Schizophr dis-chr/exacer Schizophrenia NEC-unspec Schizophrenia NOS-chr Schizophrenia NOS-unspec Schizophreniform dis NOS Schizotypal person dis Schmorl's nodes NOS Schwannomatosis Sciatic nerve lesion Sciatica Scleritis NEC Scleritis NOS Sclerosing mesenteritis Scndhnd tbcco smoke Scoliosis NEC Scoliosis in oth dis Screen malig neop-colon Screen-blood dis NOS Screen-cardiovasc NEC Screening-pulmonary TB Sebaceous cyst Sebaceous gland dis NEC Sebaceous gland dis NOS Sebrrheic dermatitis NEC Sebrrheic dermatitis NOS Sec DM ketoacd uncntrld Sec DM neuro nt st uncn Sec DM ophth nt st uncn Sec DM oth nt st uncontr Sec DM other uncontrld Sec DM unsp nt st uncon Sec DM unsp uncontrold Sec DM wo cmp nt st uncn Sec DM wo comp uncontrld Sec hypercoagulable st Sec hyperparathyrd-renal Sec hyprprthyrd nonrenal Sec mal neo GI NEC Sec mal neo brain/spine Sec mal neo mediastinum Sec mal neo peritoneum Sec malig neo lg bowel Sec malig neo nerve NEC Sec malig neo resp NEC Sec malig neo sm bowel Sec malig neo urin NEC Sec neuroend tu dist lym Sec neuroend tu oth site Sec neuroend tumor-liver Sec neuroendo tu-periton Sec neuroendo tumor-bone Sec thrombocytpenia NEC Sec uterine inert-deliv Second cardiomyopath NOS Second hypertension NEC Second malig neo adrenal Second malig neo breast Second malig neo genital Second malig neo kidney Second malig neo liver Second malig neo ovary Second malig neo pleura Secondary Merkel cell ca Secondary malig neo NEC Secondary malig neo bone Secondary malig neo lung Secondary malig neo skin Secondary parkinsonism Secondary polycythemia Secondary syphilis NOS Secondary/recur hemorr Secondry iritis, infect Secundum atrial sept def Sed,hyp,anxiolyt dep-NOS Sed,hyp,anxiolyt dep-con Sed,hyp,anxiolytc ab-NOS Sed,hyp,anxiolytc ab-con Sed,hyp,anxiolytc ab-rem Selective ig defic NEC Selective iga immunodef Seminal vesiculitis Senile delirium Senile dementia uncomp Senile nuclear cataract Senile osteoporosis Sensonrl hear loss,bilat Sensorneur hear loss NOS Sensorneur hear loss uni Sensory hear loss,unilat Sensory retina dystrophy Sepsis Septal closure anom NEC Septal closure anom NOS Septic arterial embolism Septic myocarditis Septic pulmonary embolsm Septic shock Septicemia NEC Septicemia NOS Seroma complicting proc Serous retina detachment Serratia septicemia Sev intellect disability Sev nonprolf db retinoph Sev preeclamp-del w p/p Sev preeclamp-postpartum Severe birth asphyxia Severe preeclamp-deliver Severe sepsis Severe stage glaucoma Sft tisue - kpsi's srcma Shigella flexneri Shigella infection NEC Shigellosis NOS Shldr/upper arm inj NOS Shock NOS Shock w/o trauma NEC Short stature Shortness of breath Shoulder region dis NEC Sialoadenitis Sialolithiasis Sicca syndrome Sickle cell disease NOS Sickle-cell trait Sigmoid colon inj-closed Sigmoid colon inj-open Silica pneumocon NEC Simple chr bronchitis Simple schizophren-chr Singl livebrn-before adm Single lb in-hosp w cs Single lb in-hosp w/o cs Sinoatrial node dysfunct Situs inversus Sixth nerve palsy Skew deviation, eye Ski,snow brd,sled,tobagn Skin - kaposi's sarcoma Skin anomaly NEC Skin disorder NOS Skin disorders NEC Skin hypertro/atroph NEC Skin hypertro/atroph NOS Skin sensation disturb Sleep apnea NOS Sleep disturbance NOS Sleep disturbances NEC Sleep hypovent oth dis Sleep stage dysfunc NEC Slow transt constipation Slowing urinary stream Small intest inj NEC-cl Small intest inj NEC-opn Small intest inj NOS-cl Small intest inj NOS-opn Smell & taste disturb Snow veh acc-driver Social maladjustment Soft tissue anomaly NEC Soft tissue disord NOS Soft tissue disorder NEC Solid/liq pneumonit NEC Solitary pulmonry nodule Somatoform disorders NEC Spasm of conjugate gaze Spasm of muscle Spec anom of eyelid NEC Spec lacrimal pass anom Specfied cong anomal NEC Special symptom NEC/NOS Spectator at event Speech disturbance NEC Speech/language dis NEC Spf sts - kpsi's sarcoma Spin bif w hydrceph-cerv Spin bif w hydrceph-lumb Spin bif w hydroceph NOS Spin cord inj-mult site Spin sten,lumbr w claud Spin sten,lumbr wo claud Spina bifida Spina bifida occulta Spina bifida-lumbar Spinal cord anomaly NEC Spinal cord disease NOS Spinal cord injury NOS Spinal disorders NEC Spinal muscl atrophy NOS Spinal stenosis NOS Spinal stenosis-oth site Spinal stenosis-thoracic Spinal vessel anomaly Spinocerebellar dis NEC Spinocerebellar dis NOS Spleen capsular tear Spleen capsular tear-opn Spleen disease NEC Spleen disease NOS Spleen disruption-clos Spleen disruption-open Spleen hematoma-closed Spleen hematoma-open Spleen injury NEC-closed Spleen injury NOS-closed Spleen injury NOS-open Spleen parenchyma lacer Spleen parnchym lac-opn Splenic artery aneurysm Splenic sequestration Splenomegaly Spon ab w pelv damag-inc Spon abor w pelv inf-inc Spon abort uncompl-inc Spon abort w hemorr-comp Spon abort w hemorr-inc Spon abort w shock-inc Spond compr lumb sp cord Spond compr thor sp cord Spondylolisthesis Spondylos NOS w/o myelop Spondylosis NOS w myelop Spont tens pneumothorax Spontan bact peritonitis Spontaneous ecchymoses Sports acc w sub fall Sports acc w/o sub fall Sports,athletics NEC Sprain NEC Sprain acromioclavicular Sprain cruciate lig knee Sprain distal tibiofibul Sprain elbow/forearm NEC Sprain hip & thigh NEC Sprain hip & thigh NOS Sprain lateral coll lig Sprain lumbar region Sprain lumbosacral Sprain medial collat lig Sprain metatarsophalang Sprain of ankle NEC Sprain of ankle NOS Sprain of back NOS Sprain of knee & leg NEC Sprain of knee & leg NOS Sprain of neck Sprain of wrist NEC Sprain of wrist NOS Sprain rotator cuff Sprain sacroiliac Sprain sacroiliac NOS Sprain shoulder/arm NEC Sprain shoulder/arm NOS Sprain supraspinatus Sprain thoracic region Sprain ulnar collat lig Spstc hmiplg nondmnt sde Spstc hmiplga domnt side Spstc hmiplga unspf side Sqam cell ca sclp/skn nk Sqam cell ca skn low lmb Sqm cel skn face NEC/NOS Squam cell ca skin ear Staph pneumonia NEC Staphylcocc septicem NEC Staphylcocc septicem NOS Staphylococc enteritis Staphylococc meningitis Staphylococcal pneu NOS Staphylococcus unspcfied Stat ob w/o sub fall NEC Stat obj w sub fall NEC Status amput above elbow Status amput above knee Status amput below elbow Status amput below knee Status amput foot Status amput great toe Status amput hand Status amput oth fingers Status amput othr toe(s) Status amput thumb Status amput up lmb NOS Status autm crd dfbrltr Status cardiac pacemaker Status oth spcf crdc dvc Status-post ptca Stenosis of larynx Sterilization Stevens-Johnson syndrome Stevens-Johnson-TEN syn Stiff-man syndrome Stomach function dis NEC Stomach function dis NOS Stomach injury-closed Stomach injury-open Stomach ulcer NOS Stomach ulcer NOS-obstr Stomatitis/mucositis NOS Stomatits & mucosits NEC Strabismic amblyopia Straig amin-acid met NEC Straining on urination Strep sore throat Streptococcal meningitis Streptococcal pneumn NOS Streptococcal septicemia Streptococcus group a Streptococcus group b Streptococcus group c Streptococcus group g Streptococcus unspecf Streptococus carrier NEC Stress fx femoral neck Stress fx tibia/fibula Stress incontinence male Stress react, emotional Stress react, psychomot Stress reaction, fugue Striae atrophicae Stricture of artery Stricture of ureter Stricture of vagina Stridor Strongyloidiasis Struck by falling object Subac dyskinesa d/t drug Subacute delirium Subarach hem w opn wound Subarach hem-brief coma Subarach hem-coma NOS Subarach hem-concussion Subarach hem-deep coma Subarach hem-mod coma Subarach hem-prolng coma Subarachnoid hem-no coma Subarachnoid hemorrhage Subclavian aneurysm Subclavian steal syndrom Subcondyl fx mandib-open Subcondylar fx mandib-cl Subdural hem w/o coma Subdural hem-brief coma Subdural hem-concussion Subdural hem-deep coma Subdural hem-prolng coma Subdural hemorr-coma NOS Subdural hemorr-mod coma Subdural hemorrhage Subendo infarct, initial Subendo infarct, subseq Submucous leiomyoma Subserous leiomyoma Substance abuse-family Subtrochanteric fx-close Subtrochanteric fx-open Sudden visual loss Suffocation NEC Suffocation-lack of air Suicidal ideation Sulph amino-acid met dis Sup glenoid labrm lesion Superf inj hand NEC-inf Superfic foreign bdy NEC Superfic inj head NEC Superfic inj periocular Superfic phlebitis-leg Superficial inj cornea Superficial inj eye NEC Superficial injury NEC Suppur otitis media NOS Suppurat peritonitis NEC Supracondyl fx femur-cl Supracondyl fx femur-opn Supracondyl fx humer-opn Supraglottis w obstr NOS Supraglottis w/o obs NOS Suprcondyl fx humerus-cl Suprv high-risk preg NOS Surfce-topic/infilt anes Surg comp - hypertension Surg comp nerv systm NEC Surg comp-peri vasc syst Surg compl-body syst NEC Surg compl-heart Surg compl-urinary tract Surg complication - cns Surgical complicat NOS Surgical convalescence Swallowed blood syndrome Swelling in head & neck Swelling of limb Swelling or mass of eye Swimming Swimming accident NOS Symbolic dysfunction NEC Sympt fem climact state Sympt state w artif meno Symptoms in breast NEC Syncope and collapse Syndactyl fing-no fusion Syndactyl toe-no fusion Syndactyly, multiple/NOS Synov/tend/bursa dis NEC Synov/tend/bursa dis NOS Synovial cyst NOS Synovitis NEC Synovitis NOS Syphilis NOS Syphilitic aortitis Syphilitic iridocyclitis Syringomyelia Syst lupus erythematosus Syst rheum arthritis NEC Syst sclerosis lung dis Syst/diast hrt fail NOS Systemic sclerosis Systolic hrt failure NOS Szry dis unsp xtrndl org T1-t6 fx-cl/ant cord syn T1-t6 fx-cl/cen cord syn T1-t6 fx-cl/com cord les T1-t6 fx-cl/cord inj NEC T1-t6 fx-cl/cord inj NOS T1-t6 fx-op/com cord les T1-t6 spin cord inj NEC T7-t12 fx-cl/com crd les T7-t12 fx-cl/crd inj NEC T7-t12 fx-cl/crd inj NOS T7-t12 fx-op/crd inj NEC T7-t12 spin cord inj NEC T7-t12 spin cord inj NOS TB brain abscess-unspec TB lung w cavit-micro dx TB meningitis-cult dx TB meningitis-unspec TB of bronchus-oth test TB of vertebra-cult dx TB of vertebra-histo dx TB peritonitis-exam unkn TB peritonitis-histo dx TB pleurisy-histolog dx TB pneumonia-cult dx TB sp crd absc-cult dx TB thorax node-histo dx TMJ disorders NOS TPA adm status 24 hr pta Tabes dorsalis Tachycardia NOS Tachypnea Tackle football Takayasu's disease Takotsubo syndrome Talipes NOS Talipes equinovarus Talipes valgus Talipes varus Tarsal tunnel syndrome Tear film insuffic NOS Tear lat menisc knee-cur Tear med menisc knee-cur Tear meniscus NEC-curren Temporal sclerosis Tenosynov hand/wrist NEC Tenosynovitis foot/ankle Tension headache Termination of pregnancy Testicular hypofunc NEC Tetanus toxoid inoculat Tetany Tetralogy of fallot Thalassemia NEC Thalassemia minor Thalassemia, unspecified Therapeutic drug monitor Thiamine defic NEC/NOS Third-stage hem-postpart Thlasema Hb-S w/o crisis Thor disc dis w myelopat Thoracic aortic aneurysm Thoracic aortic ectasia Thoracic aortic embolism Thoracic disc degen Thoracic disc displacmnt Thoracic spondylosis Thoracoabd aneurysm rupt Thoracoabd aortc ectasia Thoracogenic scoliosis Thoracoscop conv to open Thracabd anurysm wo rupt Thrd-stage hem-del w p/p Throat pain Thromboangiit obliterans Thrombocytopathy Thrombocytopenia NOS Thrombophlebitis NEC Thrombophlebitis NOS Thrombophlebitis leg NOS Thrombophlebitis migrans Thrombosis NEC-antepart Thrombosis NEC-postpart Thrombot microangiopathy Thrt prem labor-antepart Thrush Thyroid dysfunc-antepart Thyroid dysfunc-deliver Thyroid dysfunc-postpart Thyroiditis NOS Thyrotox NOS no crisis Thyrotox NOS w crisis Thyrotox orig NEC w cris Thyrtox orig NEC no cris Tibialis tendinitis Tietze's disease Tinnitus NOS Tk off/land-aircraft NEC Tobacco use dis-antepart Tobacco use dis-postpart Tobacco use disorder Tongue anomaly NEC Tongue anomaly NOS Tongue disorder NEC Tongue tie Tooth eruption disturb Topical med dermatitis Torsion of ovary or tube Torsion of testis NOS Torticollis NOS Torus fx tibia/fibula Tot anom pulm ven connec Tot impairment-both eyes Total third nerve palsy Tourette's disorder Tox dif goiter no crisis Tox dif goiter w crisis Tox eff carbon monoxide Tox eff nonmed subst NEC Tox eff nonmed subst NOS Tox eff organphos/carbam Tox multnod goit no cris Tox multnod goit w cris Tox nod goiter no crisis Tox uninod goit no cris Tox w old hyper-postpart Tox w old hyperten-deliv Toxic eff caustic alkali Toxic eff ethyl alcohol Toxic eff gas/vapor NEC Toxic eff gas/vapor NOS Toxic eff isopropyl alc Toxic eff nonpetrol solv Toxic eff pesticides NEC Toxic effect acids Toxic effect alcohol NOS Toxic effect arsenic Toxic effect caustic NOS Toxic effect cyanides Toxic effect metals NEC Toxic effect mushrooms Toxic effect venom Toxic encephalopathy Toxic epidrml necrolysis Toxic erythema Toxic gastroenteritis Toxic myelitis Toxic myocarditis Toxic myopathy Toxic shock syndrome Toxoplasm meningoenceph Toxoplasmosis NOS Toxoplasmosis site NEC Trachea & bronch dis NEC Tracheoesophageal fstula Tracheostomy - mech comp Tracheostomy comp NEC Tracheostomy comp NOS Tracheostomy infection Tracheostomy status Traff acc NOS-mcycl psgr Traffic acc NOS-driver Traffic acc NOS-motcycl Traffic acc NOS-pasngr Traffic acc NOS-ped cycl Traffic acc NOS-pedest Traffic acc NOS-pers NOS Trans alter awareness Trans cereb ischemia NEC Trans cereb ischemia NOS Trans hyperten-antepart Trans hyperten-delivered Trans hyperten-postpart Trans-sexualism NOS Transfsn rel ac lung inj Transfsn w circ overload Transfusion reaction NEC Transient arterial occlu Transient global amnesia Transient hemat dis NEC Transient mental dis NEC Transient mental dis NOS Transient met dis NB NOS Transient visual loss Transitory ileus of NB Transmission machine acc Transverse colon inj-cl Transverse colon inj-opn Transverse defic arm Transverse defic leg Traum arthropathy-l/leg Traum arthropathy-pelvis Traum hemothorax-closed Traum hemothorax-open Traum pneumohemothor-cl Traum pneumohemothor-opn Traum pneumothorax-close Traum pneumothorax-open Traum subarachnoid hem Traum subcutan emphysema Traum urethral stricture Trauma comp synd low ext Trauma comp synd up ext Trauma compart synd NEC Trauma compart synd abd Traumatic anuria Traumatic brain hem NEC Traumatic extradural hem Traumatic shock Traumatic spondylopathy Traumatic subdural hem Tremor NEC Trichomonal urethritis Trichomonal vaginitis Trichuriasis Tricuspid valve disease Trifascicular block Trigeminal nerve dis NOS Trigeminal neuralgia Trigger finger Trnspl status organ NEC Trnspl status-bne marrow Trnspl status-intestines Trnspl status-pancreas Trnsplnt orgn rem status Trochanteric fx NOS-clos Trochanteric fx NOS-open Trspl sts-perip stm cell True post infarct, init Trunk injury-sites NEC Tubal endometriosis Tubal ligation status Tubal preg w intra preg Tubal preg w/o intra prg Tubal/broad lig anom NEC Tuberculosis contact Tuberous sclerosis Tubrcloma brain-histo dx Tularemia NEC Tumor lysis syndrome Twin NOS-before admissn Twin gest-dich/diamniotc Twin pregnancy-delivered Twin, mate lb-before adm Twin-mate lb-hosp w/o cs Twin-mate lb-in hos w cs Twin-mate sb-hosp w cs Twin-mate sb-hosp w/o cs Ulc esophagus w/o bleed Ulcer esophagus w bleed Ulcer of ankle Ulcer of calf Ulcer of heel & midfoot Ulcer of lower limb NOS Ulcer of thigh Ulcer oth part low limb Ulcer other part of foot Ulceration of intestine Ulceration of vulva NOS Ulcerative enterocolitis Ulcerative ileocolitis Ulcerative proctitis Ulceratve colitis unspcf Ulcertve prctosigmoidtis Ulnar nerve lesion Umbil cond NEC aff NB Umbilical artery absence Umbilical hernia Umbilical hernia w gangr Umbilical hernia w obstr Unarmed fight or brawl Unc beh neo brain/spinal Unc beh neo nerv sys NEC Unc behav neo GI NEC Unc behav neo bladder Unc behav neo bone Unc behav neo intestine Unc behav neo kidney Unc behav neo larynx Unc behav neo liver Unc behav neo lung Unc behav neo meninges Unc behav neo ovary Unc behav neo paragang Unc behav neo peritoneum Unc behav neo pineal Unc behav neo pituitary Unc behav neo pleura Unc behav neo skin Unc behav neo soft tissu Uncert behav neo uterus Uncert behavior neo NEC Undescended testis Undet circ-cut instrumnt Undet fall structure NEC Undet pois-med agnt NEC Undet pois-med agnt NOS Undeter circ-firearm NEC Undeter pois-sol/liq NEC Undeterm circ-burn, fire Undeterm pois-analgesics Undeterm pois-barbiturat Undeterm pois-psychotrop Undetermin circ-handgun Undetermin circumst NEC Undetermin circumst NOS Undetermin poison-co NEC Unemployment Unequal leg length Unil cleft palat/lip-com Unil cleft palat/lip-inc Unil femoral hern w gang Unil femoral hern w obst Unilat cleft lip-imcompl Unilat cleft palate-inc Unilat femoral hernia Unilat ing hernia w gang Unilat ing hernia w obst Unilat inguinal hernia Unilateral small kidney Univrsl ulcertve colitis Uns lym leu wo ach rmsn Uns my leu wo ach rmsn Unsp ds conjuc viruses Unsp hemiplga domnt side Unsp hemiplga unspf side Unsp hmiplga nondmnt sde Unsp lym unsp xtrndl org Unsp rflx sympth dystrph Unspcf anm jaw cranl bse Unspcf anomaly jaw size Unspf acq deformity head Upper GI anomaly NEC Upper GI anomaly NOS Upper extremity aneurysm Upper extremity embolism Upper limb anomaly NEC Upper limb anomaly NOS Upper resp dis NEC/NOS Upr limb vessel anomaly Ureter injury-closed Ureteral anomaly NEC Ureteral fistula Ureteric obstruction NEC Urethr strict:infect NOS Urethral abscess Urethral calculus Urethral caruncle Urethral discharge Urethral false passage Urethral fistula Urethral stricture NEC Urethral stricture NOS Urethritis NEC Urge incontinence Urgency of urination Uric acid nephrolithias Urin tract infection NOS Urin-genital fistul, fem Urinary anomaly NOS Urinary calculus NOS Urinary frequency Urinary hesitancy Urinary incontinence NOS Urinary obstruction NEC Urinary obstruction NOS Urinostomy status NEC Urogenital trichomon NEC Urticaria NEC Urticaria NOS Uterine endometriosis Uterine inflam dis NOS Uterine leiomyoma NOS Uterine prolapse Uterine tumor-delivered Uterine tumor-postpartum Uterovag prolaps-complet Uterovag prolaps-incompl Utervaginal prolapse NOS Vac-dis combinations NEC Vaccin for disease NEC Vaccin for dtp + polio Vaccin for dtp + tab Vaccin for influenza Vaccin for leishmaniasis Vaccin for poliomyelitis Vaccin for rabies Vaccination for DTP-DTaP Vaccination for RSV Vaccination for Td-DT Vaccn/inoc viral dis NEC Vacuum extrac del aff NB Vaginal wall prolpse NOS Vaginismus Vaginitis NOS Varic vein leg,comp NEC Varicella complicat NEC Varicella pneumonitis Varicella uncomplicated Varices of other sites Varicos leg ulcer/inflam Vasc comp med care NEC Vasc comp mesenteric art Vasc comp renal artery Vasc dementia w delirium Vasc dementia w delusion Vasc dementia w depressn Vasc insuff intest NOS Vascular comp vessel NEC Vascular dementia,uncomp Vascular disorder, penis Vascular hamartomas Vascular myelopathies Vasectomy status Venereal dis contact Venomous spider bite Venous insufficiency NOS Venous thrombosis NOS Ventltr assoc pneumonia Ventral hernia NEC Ventral hernia NOS Ventricular fibrillation Ventricular flutter Ventricular sept defect Ventricular shunt status Vert fx NOS-cl w crd inj Vertbrobaslr artery synd Vertebral artery syndrom Vertebral fx NOS-closed Vertiginous synd NOS Vertigo Vescouretrl rflux unspcf Vestibular neuronitis Villonod synovit-l/leg Viral arthritis-pelvis Viral conjunctivitis NEC Viral dis contact NEC Viral encephalitis NEC Viral encephalitis NOS Viral enteritis NOS Viral exanthemata NEC Viral exanthemata NOS Viral hepat NOS w/o coma Viral infection NOS Viral meningitis NEC Viral meningitis NOS Viral pneumonia NEC Viral pneumonia NOS Viral warts NOS Viremia NOS Vis/ultraviol lght expos Visceral aneurysm NEC Visceral herpes simplex Visible peristalsis Visual discomfort Visual distortions NEC Visual disturbance NOS Visual disturbances NEC Visual field defect NEC Visual field defect NOS Visual loss NOS Visual loss, one eye NOS Visuospatial deficit Vitamin D deficiency NOS Vitamin Deficiency NOS Vitamin b deficiency NOS Vitiligo Vitreous degeneration Vitreous hemorrhage Vitreous opacities NEC Vocal cord disease NEC Vocal cord paralysis NOS Vocal cord/larynx polyp Vocal paral bilat part Vocal paral bilat total Vocal paral unilat part Vocal paral unilat total Voice/resonance dis NEC Volume depletion NOS Volvulus of intestine Vomiting alone Vomiting of fecal matter Vomiting post-gi surgery Von willebrand's disease Vrnt mgrn wo ntr mgr NEC Vscourtl rflx w npht NOS Vscurt rflx npht uniltrl Vulvodynia NOS Vulvr intraepth neopl II W/craft fall NEC-power W/crft fall NEC-pers NEC Wait adm to oth facility Walking an animal Walking,marching,hiking Wandering-dis elsewhere Water ski/wake boarding Water-skiing accident Watercraft acc NEC-power Watercraft acc NEC-skier Wbc disease NEC Wbc disease NOS Wegener's granulomatosis West Nile Fever w/enceph West Nile neuro man NEC Wheelchair dependence Wheezing Whooping cough NEC Woodworking machine acc Wound disruption NOS Wrist drop Wrng temp in applic/pack Wrong fluid in infusion Wtrcraft fall NEC-pasngr Wtrcraft fall NOS-pasngr Zoonotic bact dis NOS Zygomycosis ADMISSION_TYPE_ELECTIVE ADMISSION_TYPE_EMERGENCY ADMISSION_TYPE_NEWBORN ADMISSION_TYPE_URGENT GENDER_F GENDER_M
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0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1
In [26]:
feat_df.shape
Out[26]:
(58925, 6777)

2.3 Create Design Matrix

In [27]:
design_matrix = pd.merge(readmit_label_df, feat_df, left_on =['HADM_ID'], right_on=['HADM_ID'], how='inner')
In [28]:
design_matrix.shape
Out[28]:
(58925, 6778)
In [29]:
design_matrix.head()
Out[29]:
HADM_ID 30_READMIT "ventilation" pneumonit 1st deg burn back 1st deg burn leg-mult 2 deg burn back of hand 24 comp weeks gestation 25-26 comp wks gestation 27-28 comp wks gestation 29-30 comp wks gestation 2nd deg burn arm NOS 2nd deg burn back 2nd deg burn face NEC 2nd deg burn finger 2nd deg burn foot 2nd deg burn forearm 2nd deg burn hand NOS 2nd deg burn lower leg 2nd deg burn mult finger 2nd deg burn mult site 2nd deg burn neck 2nd deg burn palm 2nd deg burn scalp 2nd deg burn shoulder 2nd deg burn upper arm 31-32 comp wks gestation 33-34 comp wks gestation 35-36 comp wks gestation 37+ comp wks gestation 3rd deg burn back 3rd deg burn chest wall 3rd deg burn elbow 3rd deg burn foot 3rd deg burn low leg 3rd deg burn shoulder 3rd deg burn thigh 40-49% bdy brn/3 deg NOS 50-59% bdy brn/3 deg NOS <24 comp wks gestation AMI NEC, initial AMI NEC, subsequent AMI NOS, initial AMI NOS, subsequent AMI NOS, unspecified AMI anterior wall, init AMI anterior wall,subseq AMI anterior wall,unspec AMI anterolateral, init AMI anterolateral,subseq AMI anterolateral,unspec AMI inferior wall, init AMI inferior wall,subseq AMI inferior wall,unspec AMI inferolateral, init AMI inferolateral,subseq AMI inferolateral,unspec AMI inferopost, initial AMI inferopost, subseq AMI lateral NEC, initial Ab ftl hrt rt/rh b/f lab Ab ftl hrt rt/rh dur lab Ab ftl hrt rt/rhy NOS Ab mammogram NOS Abdmnal mass generalized Abdmnal mass lft up quad Abdmnal mass lt lwr quad Abdmnal mass oth spcf st Abdmnal mass rt lwr quad Abdmnal mass rt upr quad Abdmnal mass unspcf site Abdmnal pain epigastric Abdmnal pain generalized Abdmnal pain lft up quad Abdmnal pain lt lwr quad Abdmnal pain oth spcf st Abdmnal pain periumbilic Abdmnal pain rt lwr quad Abdmnal pain rt upr quad Abdmnal pain unspcf site Abdmnal rgdt generalized Abdmnal rgdt unspcf site Abdmnal tndr rt upr quad Abdmnal tndr unspcf site Abdom aortic aneurysm Abdominal actinomycosis Abdominal aortic ectasia Abn amnion NEC aff NB Abn auditory funct study Abn basal metabol study Abn blood chemistry NEC Abn cardiovasc study NEC Abn clinical finding NEC Abn cns funct study NEC Abn cns funct study NOS Abn electroencephalogram Abn endocrine study NEC Abn find-body subst NEC Abn find-stool contents Abn finding-breast NEC Abn fnd-cerebrospinal fl Abn ftl hrt rate/rhy-del Abn function study NEC Abn gland pap smr vagina Abn glandular pap smear Abn glucose toler-deliv Abn glucose-antepartum Abn glucose-postpartum Abn involun movement NEC Abn kidney funct study Abn liver function study Abn pap cervix HPV NEC Abn pelv tis obstr-deliv Abn plac NEC/NOS aff NB Abn pulmonary func study Abn pupil function NOS Abn reac-organ rem NEC Abn react-anastom/graft Abn react-artif implant Abn react-blood sampling Abn react-cardiac cath Abn react-external stoma Abn react-fluid aspirat Abn react-gastric sound Abn react-limb amputat Abn react-org transplant Abn react-plast surg NEC Abn react-procedure NEC Abn react-procedure NOS Abn react-radiotherapy Abn react-renal dialysis Abn react-shock therapy Abn react-surg proc NEC Abn react-surg proc NOS Abn react-urinary cath Abn serum enzy level NEC Abn thyroid funct study Abn toxicologic finding Abn urine findings NEC Abn uterus NEC-delivered Abn uterus NEC-postpart Abnorm echoencephalogram Abnorm electrocardiogram Abnorm innervation synd Abnorm secretion gastrin Abnormal RBC NEC Abnormal findings NEC Abnormal glucose NEC Abnormal granulation NEC Abnormal loss of weight Abnormal reflex Abnormal sputum Abnormal weight gain Abnormalities of hair Abnormality of gait Abnorml tumor marker NEC Abnrml coagultion prfile Abrasion NEC Abrasion NEC-infected Abrasion foot & toe Abrasion foot/toe-infec Abrasion forearm Abrasion hand Abrasion head Abrasion hip & leg Abrasion hip/leg-infect Abrasion shoulder/arm Abrasion trunk Abscess of appendix Abscess of eyelid Abscess of liver Abscess of lung Abscess of mediastinum Abscess of prostate Abscess of thymus Abscess of vulva NEC Absence of menstruation Abuse by fther/stpfth/bf Ac DVT/emb distl low ext Ac DVT/emb prox low ext Ac DVT/embl low ext NOS Ac DVT/embl up ext Ac alcohol intox-contin Ac alcohol intox-episod Ac alcohol intox-remiss Ac alcohol intox-unspec Ac alcoholic hepatitis Ac apical periodontitis Ac append w peritonitis Ac cerebrovasc insuf NOS Ac diastolic hrt failure Ac dilation of stomach Ac duoden ulc perf-obstr Ac duoden ulc w hem-obst Ac duoden ulc w hem/perf Ac duodenal ulcer w hem Ac duodenal ulcer w perf Ac embl internl jug vein Ac embl subclav veins Ac embl suprfcl up ext Ac embl thorac vein NEC Ac emblsm axillary veins Ac emblsm up ext NOS Ac embolism veins NEC Ac epiglottitis no obstr Ac epiglottitis w obstr Ac ethmoidal sinusitis Ac frontal sinusitis Ac graft-versus-host dis Ac idiopath pericarditis Ac infect polyneuritis Ac ischemic hrt dis NEC Ac kidney fail-del w p/p Ac kidney fail-postpart Ac kidny fail, cort necr Ac kidny fail, medu necr Ac kidny fail, tubr necr Ac laryngitis w/o obst Ac leu un cl wo ach rmsn Ac lym leuk wo achv rmsn Ac margin ulc w hem-obst Ac marginal ulcer NOS Ac marginal ulcer w hem Ac marginal ulcer w perf Ac mastoiditis w/o compl Ac mastoiditis-compl NEC Ac maxillary sinusitis Ac miliary tb-histo dx Ac miliary tb-micro dx Ac mono leu wo achv rmsn Ac myl leuk wo achv rmsn Ac myocardit in oth dis Ac nephritis in oth dis Ac nonsup otitis med NOS Ac on chr diast hrt fail Ac on chr syst hrt fail Ac on chrn grft-vs-host Ac osteomyelitis NEC Ac osteomyelitis-ankle Ac osteomyelitis-hand Ac osteomyelitis-l/leg Ac osteomyelitis-mult Ac osteomyelitis-pelvis Ac osteomyelitis-shlder Ac osteomyelitis-up/arm Ac pelv peritonitis-fem Ac peptic ulc w perf-obs Ac peptic ulcer w hemorr Ac pericardit in oth dis Ac polio NOS-type NOS Ac posthemorrhag anemia Ac proliferat nephritis Ac pul manif d/t radiat Ac pyelonephr w med necr Ac pyelonephritis NOS Ac rapidly progr nephrit Ac resp flr fol trma/srg Ac rheumat hrt dis NEC Ac salpingo-oophoritis Ac sphenoidal sinusitis Ac stom ulc w perf-obst Ac stomac ulc w hem-obst Ac stomac ulc w hem/perf Ac stomach ulcer w hem Ac stomach ulcer w perf Ac supp OM w drum rupt Ac supp otitis media NOS Ac syst/diastol hrt fail Ac systolic hrt failure Ac tracheitis no obstruc Ac tracheitis w obstruct Ac uterine inflammation Ac vasc insuff intestine Ac/chr rsp flr fol tr/sg Ac/chr syst/dia hrt fail Ac/subac bact endocard Ac/subac endocardit NOS Acc cut in med care NEC Acc cut in med care NOS Acc cut/hem in injection Acc cut/hem in surgery Acc cut/hem w catheteriz Acc cut/hem w heart cath Acc cut/hem w scope exam Acc cut/hem-perfusn NEC Acc on industr premises Acc pois-oth anti-infect Acc pois-solid/liq NEC Acc pois-solid/liq NOS Acc poisn psychotrop NEC Acc poisn-alcohol bevrag Acc poisn-anticholinerg Acc poisn-anticonvulsant Acc poisn-benzdiaz tranq Acc poisn-cardiovasc agt Acc poisn-cns depres NEC Acc poisn-isopropyl alc Acc poisn-local anesthet Acc poisn-metabol agnt Acc poisn-muscl/resp agt Acc poisn-psychstimulant Acc poisn-skin/eent agnt Acc poisn-solvents NEC Acc poisn-sympatholytics Acc poisn-systemic agent Acc poisn-tranquilzr NEC Acc poison-acids Acc poison-adrenergics Acc poison-alcohol NOS Acc poison-analgesic NEC Acc poison-antibiotics Acc poison-antidepressnt Acc poison-arom analgesc Acc poison-barbiturates Acc poison-blood agent Acc poison-cleanser NEC Acc poison-cleanser NOS Acc poison-cns stimulant Acc poison-gas/vapor NEC Acc poison-gi agent Acc poison-hallucinogens Acc poison-heroin Acc poison-hormones Acc poison-methadone Acc poison-mushrooms Acc poison-opiates NEC Acc poison-plants NEC Acc poison-rodenticides Acc poison-salicylates Acc poison-sedatives NEC Acc poison-sedatives NOS Acc poison-soap products Acc poisoning-arsenic Acc poisoning-drug NEC Acc poisoning-drug NOS Acc-cutting instrum NEC Acc-cutting instrum NOS Acc-hot liquid & steam Acc-hot tap water Acc-hypodermic needle Acc-power hand tool NEC Acc-powered lawn mower Accessory auricle Accessory nerve disorder Accid in recreation area Accid in resident instit Accid on street/highway Accid punc/op lac dura Accid-caustic substance Accid-other hand tools Accident NEC Accident NOS Accident d/t tornado Accident in home Accident in place NEC Accident in place NOS Accident in public bldg Accident-paintball gun Accidental drowning NEC Accidental drowning NOS Accidental op laceration Acetonuria Achalasia & cardiospasm Achilles tendinitis Acidosis Acne NEC Acoustic nerve disorders Acq absence of hip joint Acq absence of lung Acq absence of organ NEC Acq absence of stomach Acq absence of teeth NOS Acq absence urinary trct Acq absnce breast/nipple Acq absnce cervix/uterus Acq absnce genital organ Acq acanthosis nigricans Acq ankle-foot def NEC Acq ankle-foot def NOS Acq arterioven fistula Acq atrophy ovary & tube Acq cardiac septl defect Acq chest deformity Acq coagul factor defic Acq deformity NEC Acq deformity of toe NEC Acq deformity of toe NOS Acq equinovarus Acq equinus deformity Acq esophag diverticulum Acq finger deformity NEC Acq finger deformity NOS Acq hemolytic anemia NOS Acq hip deformity NOS Acq knee deformity NEC Acq nasolacrml stenosis Acq nose deformity Acq part absnce pancreas Acq pelvic deformity Acq pyloric stenosis Acq spondylolisthesis Acq torsion dystonia NEC Acq total absnc pancreas Acquire absnce intestine Acquired absence kidney Acquired absence of eye Acquired hemophilia Acquired hypothyroid NEC Acrocephalosyndactyly Acromegaly and gigantism Act lym leuk w rmsion Act lymp leuk in relapse Act myel leuk in relapse Act myl leuk w rmsion Acte & chr cholecystitis Actinic keratosis Actinomycosis NEC Activity NEC Activity NOS Acu brnchlts d/t oth org Acu broncholitis d/t RSV Acute & chronc resp fail Acute HTR NOS Acute angl-clos glaucoma Acute appendicitis NOS Acute bronchitis Acute bronchospasm Acute chest syndrome Acute cholecystitis Acute conjunctivitis NOS Acute cor occlsn w/o MI Acute cor pulmonale Acute cystitis Acute dacryoadenitis Acute duodenal ulcer NOS Acute dystonia d/t drugs Acute endophthalmitis Acute esophagitis Acute gastritis w hmrhg Acute gastrtis w/o hmrhg Acute gc infect lower gu Acute gouty arthropathy Acute interstitial pneum Acute iridocyclitis NOS Acute kidney failure NEC Acute kidney failure NOS Acute lung edema NOS Acute lymphadenitis Acute myelitis NOS Acute myocarditis NOS Acute nasopharyngitis Acute necrosis of liver Acute nephritis NEC Acute nephritis NOS Acute otitis externa NEC Acute pain NEC Acute pain due to trauma Acute pancreatitis Acute parametritis Acute pericarditis NEC Acute pericarditis NOS Acute periodontitis Acute petrositis Acute pharyngitis Acute post-thoracot pain Acute postop pain NEC Acute prostatitis Acute respiratry failure Acute rheumatic endocard Acute rheumatic pericard Acute sinusitis NOS Acute stomach ulcer NOS Acute stress react NEC Acute stress react NOS Acute syphil meningitis Acute tonsillitis Acute uri NOS Adenoviral meningitis Adenovirus infect NOS Adhesions of iris NOS Adhesive capsulit shlder Adhesive pericarditis Adj cerebral vent shunt Adj dis-emotion/conduct Adj nerv syst device NEC Adjust dis w anxiety/dep Adjust disor/dis conduct Adjust neuropacemaker Adjustment dis w anxiety Adjustment reaction NEC Adjustment reaction NOS Adjustmnt dis w depressn Administrtve encount NEC Adrenal disorder NEC Adrenal disorder NOS Adrenal gland injury-cl Adrenal hypofunction NEC Adrenogenital disorders Adult emotnl/psych abuse Adult maltreatment NOS Adult physical abuse Adult sexual abuse Adv eff GI agent NEC Adv eff analgesic NOS Adv eff analgesics NEC Adv eff anallrg/antemet Adv eff ant pituitary Adv eff antacids Adv eff antconvl NEC/NOS Adv eff anti-parkinson Adv eff antiasthmatics Adv eff antibiotic NOS Adv eff antibiotics NEC Adv eff anticoagulants Adv eff antidepressants Adv eff antifung antbiot Adv eff antihyperten agt Adv eff antilipemics Adv eff antimalarials Adv eff antimycobac NEC Adv eff antineop antbiot Adv eff antineoplastic Adv eff antinfct NEC/NOS Adv eff antipsychotc NEC Adv eff antirheumatics Adv eff antithyroid agnt Adv eff antiviral drugs Adv eff antmycob antbiot Adv eff antprotazoal NEC Adv eff arom analgsc NEC Adv eff autonom agnt NOS Adv eff barbiturates Adv eff benzodiaz tranq Adv eff biologic NEC/NOS Adv eff blood agent NEC Adv eff blood products Adv eff butyrophen tranq Adv eff card rhyth regul Adv eff cardiotonics Adv eff cardiovasc NEC Adv eff cathartics NEC Adv eff cephalosporin Adv eff cholinergics Adv eff cns muscl depres Adv eff cns stimulnt NEC Adv eff coagulants Adv eff coronary vasodil Adv eff corticosteroids Adv eff dietetics Adv eff diuretics NEC Adv eff electrolyte agnt Adv eff emollient/demulc Adv eff ent anti-inf/drg Adv eff enzymes NEC Adv eff erythromycin Adv eff expectorants Adv eff fibrinolysis agt Adv eff gamma globulin Adv eff gas anesthet NEC Adv eff gen anes NEC/NOS Adv eff hormones NEC/NOS Adv eff hydantoin deriv Adv eff insulin/antidiab Adv eff intraven anesth Adv eff iron & compounds Adv eff loc anes NEC/NOS Adv eff loc anti-infectv Adv eff med/biol NEC/NOS Adv eff medicinal NEC Adv eff medicinal NOS Adv eff methadone Adv eff musc agt NEC/NOS Adv eff nerve-block anes Adv eff non-narc analgsc Adv eff opiat antagonist Adv eff opiates Adv eff ovarian hormones Adv eff oxazolidin deriv Adv eff parasympatholytc Adv eff penicillins Adv eff phenothiaz tranq Adv eff post pituitary Adv eff psychostimulants Adv eff psychotropic NEC Adv eff psychotropic NOS Adv eff purine diuretics Adv eff quinoline Adv eff salicylates Adv eff saluretics Adv eff sedat/hypnot NEC Adv eff sedat/hypnot NOS Adv eff skelet musc relx Adv eff smooth musc relx Adv eff spinal anesthet Adv eff sulfonamides Adv eff sympatholytics Adv eff sympathomimetics Adv eff systemic agt NEC Adv eff tetracycline Adv eff topic/infil anes Adv eff tranquilizer NEC Adv eff uric acid metab Adv eff vasodilators NEC Adv eff viral vacc NEC Adv eff vitamin k Adv eff vitamins NEC Adverse effect NEC Adverse food react NEC Aft surg circ syst NEC Aftcr explantatn jt pros Aftercare joint replace Aftercare neoplasm surg Aftercare organ transplt Aftercare path fx hip Aftrcare inj/trauma surg Aftrcare path fx low arm Aftrcare path fx low leg Aftrcare path fx vertebr Aftrcare traum fx up arm Aftrcare traum fx up leg Aftrce traum fx bone NEC Aftrcre traum fx arm NOS Aftrcre traum fx low arm Aftrcre traum fx low leg Aftrcre traum fx vertebr Aftrcre traumatic fx hip Agenesis of lung Aggres periodontitis NOS Aggres periodontitis,loc Agoraphobia w panic dis Agoraphobia w/o panic Air embol comp med care Air embolism Alchl gastrtis w/o hmrhg Alchl gstritis w hmrhg Alcoh dep NEC/NOS-contin Alcoh dep NEC/NOS-episod Alcoh dep NEC/NOS-remiss Alcoh dep NEC/NOS-unspec Alcoh psy dis w hallucin Alcohol abuse-continuous Alcohol abuse-episodic Alcohol abuse-in remiss Alcohol abuse-unspec Alcohol amnestic disordr Alcohol cirrhosis liver Alcohol liver damage NOS Alcohol mental disor NEC Alcohol persist dementia Alcohol withdrawal Alcoholic cardiomyopathy Alcoholic fatty liver Alcoholic polyneuropathy Alcoholism in family Alexia and dyslexia Alkalosis Allerg alveol/pneum NEC Allerg alveol/pneum NOS Allerg rhinitis-cat/dog Allergic purpura Allergic rhinitis NEC Allergic rhinitis NOS Allergic urticaria Allergy, unspecified Allrgic gastro & colitis Alopecia NEC Alopecia NOS Alopecia areata Alpha thalassemia Alpha-1-antitrypsin def Alrgc brncpul asprglosis Alteration of sensations Altered mental status Alveol pneumonopathy NEC Alveol pneumonopathy NOS Alveolitis of jaw Alzheimer's disease Amblyopia NOS Amer flag/touch football Amino-acid transport dis Amnestic disord oth dis Amniotic embolism-deliv Amp below elb, unil-comp Amphetamin depend-contin Amphetamin depend-remiss Amphetamin depend-unspec Amphetamine abuse-contin Amphetamine abuse-remiss Amphetamine abuse-unspec Amput above knee, unilat Amput abv elb, unil-comp Amput abv elbow, unilat Amput abv kn, unil-compl Amput arm, unil NOS-comp Amput below elb, unilat Amput below knee, unilat Amput foot, unilat-compl Amputat leg, bilat-compl Amputat stump compl NEC Amputation finger Amputation finger-compl Amputation foot, unilat Amputation thumb Amputation thumb-compl Amyloidosis NEC Amyloidosis NOS Amyotrophic sclerosis Anaerobic septicemia Anal & rectal abscess Anal & rectal polyp Anal fissure Anal fistula Anal or rectal pain Anal spasm Anaphyl d/t adm bld/prod Anaplastic lymph xtrndl Anemia NEC Anemia NOS Anemia d/t antineo chemo Anemia in chr kidney dis Anemia in neoplastic dis Anemia of prematurity Anemia-antepartum Anemia-delivered Anemia-delivered w p/p Anemia-other chronic dis Anemia-postpartum Aneurysm NEC Aneurysm coronary vessel Aneurysm of heart Aneurysm of heart NEC Aneurysm of neck Angina pectoris NEC/NOS Angio intes w hmrhg Angio intes w/o hmrhg Angio stm/dudn w hmrhg Angio stm/dudn w/o hmrhg Angioneurotic edema Angiopathy in other dis Anim drawn veh-pers NEC Animal bite NEC Anisocoria Ankle enthesopathy NEC Ankylosing spondylitis Ankylosis-lower/leg Ankylosis-pelvis Anodontia Anom anter seg NEC-eye Anomal skull/face bones Anomalies of aortic arch Anomalies of diaphragm Anomalies of foot NEC Anomalies of inner ear Anomalies of ovaries Anomalies of spleen Anomalies of toes NEC Anomalies of urachus Anomalous av excitation Anomaly of spine NEC Anomaly of spine NOS Anorexia Anorexia nervosa Anoxic brain damage Anphyl react oth sp food Anphyl react tr nts seed Anphylct react crstacns Anphylct react frts veg Anphylct react milk prod Anphylct react peanuts Anphylct reaction fish Ant disl prox tibia-open Ant disloc hip NEC-clos Ant disloc humerus-close Ant disloc prox tibia-cl Ant pituit hyperfunc NEC Antenatal screening NOS Antepart malpres aff NB Anter pituitary dis NEC Anterior cord synd/c1-c4 Anterior cord synd/c5-c7 Antidepress abuse-remiss Antidepress abuse-unspec Antin chemo indcd pancyt Antineoplastic chemo enc Antisocial personality Anxiety disorder oth dis Anxiety state NEC Anxiety state NOS Aortic aneurysm NOS Aortic atherosclerosis Aortic atresia/stenosis Aortic valve disorder Aortocoronary bypass Aphasia Aphonia Aplastic anemia NOS Aplastic anemias NEC Apnea Appendicitis NOS Arom amin-acid metab NEC Arterial branch occlus Arterial disease NEC Arterial disease NOS Arterial embolism NEC Arterial embolism NOS Arterioven fistu pul ves Arteritis NOS Arthralgia TMJ Arthrodesis status Arthrop w noninf GI dis Arthrop w oth dis NEC Arthropath w hematol dis Arthropathy NEC-ankle Arthropathy NEC-unspec Arthropathy NOS-ankle Arthropathy NOS-forearm Arthropathy NOS-hand Arthropathy NOS-l/leg Arthropathy NOS-mult Arthropathy NOS-oth site Arthropathy NOS-pelvis Arthropathy NOS-shlder Arthropathy NOS-unspec Arthropathy w nerve dis Arthroscopc conv to open Artif open status NEC Artif open status NOS Asbestosis Ascariasis Ascending colon inj-open Ascites NEC Ascorbic acid deficiency Ascvd Asept necrosis bone NEC Asept necrosis bone NOS Aseptic necrosis femur Aseptic necrosis humerus Aseptic necrosis of jaw Aspergillosis Asphyxia Asphyxiation/strangulat Assault NEC Assault NOS Assault-cutting instr Assault-explosive NOS Assault-firearm NEC Assault-handgun Assault-hanging/strangul Assault-pois w medic agt Assault-shotgun Assault-striking w obj Assault-submersion Asthma NOS Asthma NOS w (ac) exac Asthma w status asthmat Asy bacteriuria-antepart Asymp hiv infectn status Asympt postmeno status Asympt varicose veins Ataxia Ath ext autologs bps gft Ath ext nonautlg bps gft Ath ext ntv art gngrene Ath ext ntv art ulcrtion Ath ext ntv at w claudct Ath ext ntv at w rst pn Atheroembolism, kidney Atheroembolism, site NEC Atheroembolism,lower ext Atherosclerosis NEC Atherosclerosis NOS Athrsc extrm ntv art oth Athscl extrm bps gft NOS Athscl extrm ntv art NOS Atony of bladder Atresia large intestine Atresia small intestine Atrial fibrillation Atrial flutter Atrial premature beats Atrioven block-mobitz ii Atriovent block NOS Atriovent block complete Atriovent block-1st degr Atrophic vaginitis Atrph gastritis w hmrhg Atrph gastrtis w/o hmrhg Atten to colostomy Atten to cystostomy Atten to enterostomy NEC Atten to gastrostomy Atten to ileostomy Atten to tracheostomy Atten to urinostomy NEC Attn defic nonhyperact Attn deficit w hyperact Attn rem surg dressing Attn to artif open NEC Atypical face pain Atypical manic disorder Aut neuropthy in oth dis Autistic disord-current Autoimmun hemolytic anem Autoimmun lymphprof synd Autoimmune disease NEC Autoimmune hepatitis Autonomic dysreflexia Autonomic nerve dis NEC Autosomal anomalies NEC Autosomal deletions NEC Av block-2nd degree NEC Avulsion of eye Await organ transplnt st B-complex defic NEC B12 defic anemia NEC BMI 25.0-25.9,adult BMI 26.0-26.9,adult BMI 27.0-27.9,adult BMI 28.0-28.9,adult BMI 29.0-29.9,adult BMI 30.0-30.9,adult BMI 31.0-31.9,adult BMI 32.0-32.9,adult BMI 33.0-33.9,adult BMI 34.0-34.9,adult BMI 35.0-35.9,adult BMI 36.0-36.9,adult BMI 37.0-37.9,adult BMI 38.0-38.9,adult BMI 39.0-39.9,adult BMI 40.0-44.9, adult BMI 45.0-49.9, adult BMI 50.0-59.9, adult BMI 60.0-69.9, adult BMI 70 and over, adult BMI between 19-24,adult BMI less than 19,adult BPH NOS w ur obs/LUTS BPH NOS w/o ur obs/LUTS BPH w urinary obs/LUTS BPH w/o urinary obs/LUTS Babesiosis Back contusion Back disorder NOS Backache NOS Backgrnd retinopathy NOS Bact pleur/effus not TB Bacteremia Bacteremia of newborn Bacteria dis carrier NEC Bacterial diseases NEC Bacterial enteritis NOS Bacterial infection NOS Bacterial meningitis NOS Bacterial pneumonia NOS Bacteroides fragilis Balanitis xerotica oblit Balanoposthitis Band-shaped keratopathy Bandemia Bariatric surgery status Barrett's esophagus Bartholin's gland cyst Bartonellosis Baseball Basilar artery syndrome Basketball Batter by non-relative Batter by other relative Batter by spouse/partner Battering by child Bdy brn < 10%/3d deg NOS Bed confinement status Behcet arthritis-unspec Behcet's syndrome Bell's palsy Ben carcinoid appendix Ben carcinoid bronc/lung Ben hy kid w cr kid I-IV Ben hyp ht/kd I-IV w hf Ben hyp ht/kd stg V w hf Ben hyp kid w cr kid V Ben neo GI tract NEC/NOS Ben neo cerebr meninges Ben neo fallopian tube Ben neo fem genital NEC Ben neo islets langerhan Ben neo liver/bile ducts Ben neo long bones leg Ben neo major salivary Ben neo nasal cav/sinus Ben neo peritoneum Ben neo scalp/skin neck Ben neo skull/face bone Ben neo soft tis abdomen Ben neo soft tis pelvis Ben neo soft tis thorax Ben neo soft tissue head Ben neo soft tissue leg Ben neo spinal meninges Bengn carcinoid oth site Benign carcinoid ileum Benign carcinoid rectum Benign carcinoid stomach Benign hyp ht dis w hf Benign hyp ht dis w/o hf Benign hypertension Benign neo bronchus/lung Benign neo corpus uteri Benign neo cranial nerve Benign neo esophagus Benign neo larynx Benign neo mediastinum Benign neo mouth NEC/NOS Benign neo parathyroid Benign neo pituitary Benign neo skin arm Benign neo skin eyelid Benign neo skin face NEC Benign neo skin leg Benign neo skin trunk Benign neo spinal cord Benign neo trachea Benign neo vertebrae Benign neopl rectum/anus Benign neoplasm NEC Benign neoplasm adrenal Benign neoplasm brain Benign neoplasm breast Benign neoplasm heart Benign neoplasm kidney Benign neoplasm lg bowel Benign neoplasm ovary Benign neoplasm pancreas Benign neoplasm skin NOS Benign neoplasm sm bowel Benign neoplasm stomach Benign neoplasm thymus Benign neoplasm thyroid Benign neoplasm tongue Benign parxysmal vertigo Benign renovasc hyperten Bereavement, uncomplicat Beriberi Beta thalassemia Biceps tendon rupture Bicipital tenosynovitis Bike riding Bil femoral hern w obstr Bilat bb block NEC Bilat clft palat/lip-com Bilat clft palat/lip-inc Bilat ing hernia w obst Bilat inguinal hernia Biliary & liver anom NEC Biliary & liver anom NOS Biliary cirrhosis Biliary tract injury-cl Biliary tract injury-opn Bilious emesis Bipo I sin man-sev w psy Bipol I cur depres NOS Bipol I cur depress-mild Bipol I curr dep w/o psy Bipol I currnt dep w psy Bipol I currnt manic NOS Bipol I manic-sev w psy Bipol I single manic NOS Bipolar disorder NEC Bipolar disorder NOS Bipolor I current NOS Birth asphyxia NOS Birth trauma NEC Black eye NOS Blad diverticulum calcul Bladder calculus NEC Bladder disorder NOS Bladder exstrophy Bladder neck obstruction Bladder neoplasm NOS Bladder replacement NEC Bladder rupt, nontraum Bladder wall hemorrhage Bladder/urethra inj-clos Bladder/urethra inj-open Blastomycosis Bleed esoph var oth dis Blepharitis NOS Blepharospasm Blindness NOS, both eyes Blindness, one eye Blindness/low vision Blister finger Blister foot & toe Blister foot & toe-infec Blister forearm Blister hand Blister head Blister hip & leg Blister shoulder & arm Blister trunk Blood asp w resp sympt Blood disease NOS Blood diseases NEC Blood in stool Blood inf dt cen ven cth Blood vessel replac NEC Boat acc inj NEC-power Boat acc inj NEC-skier Boat inj NEC-person NEC Bone & cartilage dis NEC Bone & cartilage dis NOS Bone cyst NEC Bone infect NEC-mult Bone infect NEC-oth site Bone infect NOS-ankle Bone injury NEC at birth Bone involv in oth dis Bone/skin neoplasm NOS Borderline personality Both eyes blind-who def Botulism food poisoning Boxing Brach plexus inj-birth Brachial neuritis NOS Brachial plexus injury Brachial plexus lesions Brain anomaly NEC Brain condition NOS Brain conditions NEC Brain death Brain hem NEC w opn wnd Brain hem NEC w/o coma Brain hem NEC-brief coma Brain hem NEC-coma NOS Brain hem NEC-concussion Brain hem NEC-deep coma Brain hem NEC-proln coma Brain hem open-coma NOS Brain hem opn-proln coma Brain inj NEC-brief coma Brain inj NEC-coma NOS Brain inj NEC-deep coma Brain inj NEC-mod coma Brain inj NEC-proln coma Brain injury NEC Brain injury NEC-no coma Brain lac NEC w open wnd Brain lac NEC-brief coma Brain lac NEC-deep coma Brain lac NEC-proln coma Brain lacer NEC w/o coma Brain lacer NEC-coma NOS Brain lacer NEC-concuss Brain lacer NEC-mod coma Brain laceration NEC Brain neoplasm NOS Branch cleft sinus/fistu Branchial cleft cyst Breast disorder NOS Breast prosth malfunc Breast replacement Breech del/extrac aff NB Breech presentat-deliver Brkt tmr unsp xtrndl org Broke prosthtc jt implnt Broken tooth-complicated Broken tooth-uncomplic Bronchiectas w/o ac exac Bronchiectasis w ac exac Bronchitis NOS Bronchopneumonia org NOS Brst reconst fol mastect Brucellosis NOS Bsl cel skn face NEC/NOS Bsl cell ca scalp/skn nk Budd-chiari syndrome Building & construction Bulimia nervosa Bullous dermatoses NEC Bullous myringitis Bundle branch block NOS Bunion Buphthal w oth eye anom Buphthalmos NOS Burkitt's tumor abdom Burkitt's tumor axilla Burkitt's tumor head Burkitt's tumor mult Burkitt's tumor thorax Burn NOS abdominal wall Burn NOS back Burn NOS finger Burn NOS head-unspec Burn NOS lower leg Burn NOS neck Burn NOS trunk NEC Burn larynx/trachea/lung Burn of GI tract Burn of esophagus Bursitis NEC Buttock contusion C1-c4 fx-cl/ant cord syn C1-c4 fx-cl/cen cord syn C1-c4 fx-cl/com cord les C1-c4 fx-cl/cord inj NEC C1-c4 fx-cl/cord inj NOS C1-c4 fx-op/cord inj NOS C1-c4 spin cord inj NEC C1-c4 spin cord inj NOS C5-c7 fx-cl/ant cord syn C5-c7 fx-cl/cen cord syn C5-c7 fx-cl/com cord les C5-c7 fx-cl/cord inj NEC C5-c7 fx-cl/cord inj NOS C5-c7 fx-op/com cord les C5-c7 spin cord inj NEC C5-c7 spin cord inj NOS CHF NOS CV dis NEC preg-deliver CV dis NEC-antepartum CV dis NEC-deliver w p/p CV dis NEC-postpartum Ca in situ GI NEC/NOS Ca in situ anus NOS Ca in situ bladder Ca in situ breast Ca in situ bronchus/lung Ca in situ cervix uteri Ca in situ esophagus Ca in situ liver/biliary Ca in situ oral cav/phar Ca in situ prostate Ca in situ skin NOS Ca in situ skin arm Ca in situ skin trunk Ca in situ stomach Ca in situ urinary NEC Cachexia Calcaneal spur Calcif tendinitis shlder Calcium deposit tendon Calculus of kidney Calculus of ureter Candidal endocarditis Candidal enteritis Candidal esophagitis Candidal meningitis Candidal vulvovaginitis Candidias urogenital NEC Candidiasis of lung Candidiasis site NEC Candidiasis site NOS Cannabis abuse-contin Cannabis abuse-episodic Cannabis abuse-in remiss Cannabis abuse-unspec Cannabis depend-contin Cannabis depend-unspec Capillary dis NEC/NOS Carbuncle NOS Carbuncle of buttock Carbuncle of leg Carbuncle of trunk Carcinoid syndrome Carcinoma in situ vagina Cardiac arrest Cardiac dysrhythmia NOS Cardiac dysrhythmias NEC Cardiac murmurs NEC Cardiac tamponade Cardiogenic shock Cardiomegaly Cardiomyopath in oth dis Cardiovas sys symp NEC Carotid sinus syndrome Carpal tunnel syndrome Carrier NEC Cataract NEC Cataract NOS Cataract extract status Cataract w radiation Catatonia-chr/exacerb Catatonia-chronic Catatonia-unspec Cauda equina injury Cauda equina synd NOS Caught between objects Causalgia lower limb Celiac art compress syn Celiac disease Cellulitis NOS Cellulitis of arm Cellulitis of buttock Cellulitis of face Cellulitis of foot Cellulitis of hand Cellulitis of leg Cellulitis of neck Cellulitis of pharynx Cellulitis of trunk Cellulitis, finger NOS Cellulitis, site NEC Cellulitis, toe NOS Cellulitis/abscess mouth Cent retina artery occlu Cent serous retinopathy Central cord synd/c1-c4 Central cord synd/c5-c7 Central origin vertigo Central pain syndrome Central scotoma Cereb degen in child NEC Cereb degeneration NEC Cereb degeneration NOS Cerebel atax in oth dis Cerebel contus w opn wnd Cerebel contus-deep coma Cerebel contus-prol coma Cerebel lacer-brief coma Cerebel/brain stm contus Cerebell contus w/o coma Cerebell contus-brf coma Cerebell contus-coma NOS Cerebellar ataxia NEC Cerebral arteritis Cerebral atherosclerosis Cerebral cortx contusion Cerebral cysts Cerebral edema Cerebral hem at birth Cerebral lipidoses Cerebral palsy NEC Cerebral palsy NOS Cerebrosp fluid otorrhea Cerebrospinal rhinorrhea Cerebrovasc dis-antepart Cerebrovasc dis-postpart Cerebrovasc disease NEC Cerebrovasc disease NOS Cerebrovascular anomaly Cerebvas dis-deliv w p/p Cerv disc dis w myelopat Cerv spondyl w myelopath Cervical disc degen Cervical disc displacmnt Cervical incompet-deliv Cervical root injury Cervical spinal stenosis Cervical spondylosis Cervical syndrome NEC Cervicalgia Cervicitis Cervix/fem gen anom NEC Cervix/fem gen anom NOS Cesarean delivery aff NB Ch DVT/embl dstl low ext Ch DVT/embl low ext NOS Ch DVT/embl prox low ext Ch DVT/embl up ext Ch embl internl jug vein Ch embl thorac vein NEC Ch emblsm axillary veins Ch emblsm subclav veins Ch emblsm suprfcl up ext Ch emblsm veins NEC Ch lym leuk wo achv rmsn Ch mgr wo ar wo nt wo st Ch myl leuk wo achv rmsn Ch ob asthma w stat asth Ch obst asth w (ac) exac Chagas disease of heart Chalazion Changes in skin texture Chemical dermatitis NEC Chemotherapy follow-up Chest pain NEC Chest pain NOS Chest swelling/mass/lump Cheyne-stokes respiratn Child abuse NOS Child abuse by pers NEC Chills (without fever) Chlamydial infection NOS Choanal atresia Cholangitis Cholecystitis NOS Choledochlith NOS w obst Choledochlith/ac gb-obst Choledochlith/gb NEC-obs Choledochlith/gb inf NEC Choledocholith/ac gb inf Choledocholithiasis NOS Cholelith w ac cholecyst Cholelith w cholecys NEC Cholelith/ac gb inf-obst Cholelith/gb inf NEC-obs Cholelithias NOS w obstr Cholelithiasis NOS Choleperitonitis Cholera carrier Cholesteatoma extern ear Cholesterin granuloma Chondritis of pinna Chondrocalc NOS-forearm Chondrocalc NOS-oth site Chondrocalcin NOS-ankle Chondrocalcin NOS-l/leg Chondrocalcin NOS-mult Chondrocalcin NOS-pelvis Chondrocalcin NOS-unspec Chondrodystrophy Chordae tendinae rupture Chorea NEC Chorioamnionitis aff NB Chorioretinitis NOS Chr T & A dis NEC Chr T & A dis NOS Chr airway obstruct NEC Chr allrg conjunctiv NEC Chr angle-clos glaucoma Chr apical periodontitis Chr blood loss anemia Chr congest splenomegaly Chr conjunctivitis NOS Chr diastolic hrt fail Chr duod ulc hem/perf-ob Chr duoden ulc hem-obstr Chr duoden ulc hem/perf Chr duoden ulc perf-obst Chr duoden ulcer w hem Chr duoden ulcer w perf Chr duodenal ulcer NOS Chr ethmoidal sinusitis Chr factitious illness Chr frontal sinusitis Chr gouty atroph w tophi Chr gouty atrph wo tophi Chr inflam polyneuritis Chr interstit cystitis Chr ischemic hrt dis NEC Chr ischemic hrt dis NOS Chr kidney dis stage III Chr kidney dis stage IV Chr lym leuk w rmsion Chr lymp leuk in relapse Chr lymphocyt thyroidit Chr margin ulc w hem-obs Chr marginal ulc w perf Chr marginal ulcer w hem Chr maxillary sinusitis Chr membranoprolif nephr Chr membranous nephritis Chr mycot otitis externa Chr myel leuk in relapse Chr myl leuk w rmsion Chr nephritis in oth dis Chr osteomyelit NEC Chr osteomyelit-ankle Chr osteomyelit-forearm Chr osteomyelit-l/leg Chr osteomyelit-mult Chr osteomyelit-pelvis Chr osteomyelit-up/arm Chr otitis externa NEC Chr passiv congest liver Chr peptic ulc w hem-obs Chr peptic ulcer w hem Chr proliferat nephritis Chr pul manif d/t radiat Chr pulmon heart dis NEC Chr pulmon heart dis NOS Chr pulmonary embolism Chr pyeloneph w med necr Chr pyelonephritis NOS Chr rapid progr nephrit Chr rheumatic pericard Chr salpingo-oophoritis Chr sphenoidal sinusitis Chr stom ulc w hem-obstr Chr stomach ulc NOS-obst Chr stomach ulc hem/perf Chr stomach ulc w hem Chr stomach ulcer NOS Chr stomach ulcer w perf Chr syst/diastl hrt fail Chr systolic hrt failure Chr thyroiditis NEC/NOS Chr tot occl art extrem Chr tot occlus cor artry Chr uterine inflammation Chr vasc insuff intest Chrnc hpt C w hepat Coma Chrnc hpt C wo hpat coma Chro kidney dis stage I Chro kidney dis stage II Chromosome anomaly NOS Chron kidney dis stage V Chron periodontitis,gen Chron post-thoracot pain Chronc gingititis,plaque Chronc graft-vs-host dis Chronc pain d/t trauma Chronc periodontitis NOS Chronic bronchitis NEC Chronic bronchitis NOS Chronic cholecystitis Chronic cluster headache Chronic cystitis NEC Chronic endophthalmitis Chronic fatigue syndrome Chronic hepatitis NEC Chronic hepatitis NOS Chronic hypotension Chronic kidney dis NOS Chronic liver dis NEC Chronic liver dis NOS Chronic lymphadenitis Chronic mastoiditis Chronic meningitis Chronic nephritis NEC Chronic nephritis NOS Chronic obst asthma NOS Chronic pain NEC Chronic pain syndrome Chronic pancreatitis Chronic parametritis Chronic peptic ulcer NOS Chronic pneumothorax Chronic postop pain NEC Chronic prostatitis Chronic respiratory fail Chronic rhinitis Chronic sinusitis NEC Chronic sinusitis NOS Chronic skin ulcer NEC Chronic skin ulcer NOS Chronic tension headache Chronic tonsillitis Circadian rhym oth dis Circulatory anomaly NEC Circulatory disease NEC Circulatory disease NOS Circumscribe scleroderma Cirrhosis of liver NOS Civilian activity-income Cl lumbar fx w cord inj Cl sk base fx/br inj NEC Cl sk w oth fx/cereb lac Cl skl base fx-deep coma Cl skl base fx-prol coma Cl skl base fx/cereb lac Cl skl base fx/menin hem Cl skl fx NEC-proln coma Cl skl fx NEC/mening hem Cl skl vlt fx-concus NOS Cl skl vlt fx-proln coma Cl skl vlt fx/cerebr lac Cl skl vlt fx/mening hem Cl skl w oth fx w/o coma Cl skl w oth fx-brf coma Cl skl w oth fx-coma NOS Cl skl w oth fx-mod coma Cl skl/oth fx/mening hem Cl skul base fx w/o coma Cl skul base fx-brf coma Cl skul base fx-coma NOS Cl skul base fx-mod coma Cl skul base fx/brf coma Cl skul fx NEC-deep coma Cl skul fx w oth bone fx Cl skul vlt fx-deep coma Cl skul w oth fx/hem NEC Cl skul/oth fx-deep coma Cl skull base fx-concuss Cl skull base fx/hem NEC Cl skull fx NEC w/o coma Cl skull fx NEC-brf coma Cl skull fx NEC-coma NOS Cl skull vlt fx w/o coma Cl skull vlt fx-brf coma Cl skull vlt fx-coma NOS Cl skull vlt fx-mod coma Cl skull vlt fx/hem NEC Clavicle fx at birth Claw toe Cleft lip NOS Cleft palate & lip NEC Cleft palate & lip NOS Cleft palate NOS Clonorchiasis Clos skull base fracture Close skull fracture NEC Closed skull vault fx Clostridium perfringens Cluster headache syn NOS Cmp int orth dev/gft NOS Cns abscess NOS Cns complic-del w p/p Cns demyelination NEC Cns demyelination NOS Cns disorder NEC Cns disorder NOS Cns dysfunction syn NB Cnsl victm partner abuse Cntct/exp hazrd metl NEC Cntrl sleep apnea ot dis Coag def hemorr-antepart Coag def hemorr-deliver Coagulat defect NEC/NOS Coagulation def-antepart Coagulation def-deliv Coagulation def-postpart Coal workers' pneumocon Coarctation of aorta Cocaine abuse-continuous Cocaine abuse-episodic Cocaine abuse-in remiss Cocaine abuse-unspec Cocaine depend-contin Cocaine depend-episodic Cocaine depend-remiss Cocaine depend-unspec Coccidioidomycosis NOS Cognition sign/sympt NEC Colles' fracture-closed Colles' fracture-open Colon injury NEC-closed Colon injury NOS-closed Colon injury NOS-open Color deficiency NEC Colostomy status Colosty/enter comp-mech Colosty/enterost infectn Colstmy/enteros comp NEC Colstomy/enter comp NOS Coma Comb drug dep NEC-contin Comb drug dep NEC-remiss Comb drug dep NEC-unspec Comb endocr dysfunct NEC Common truncus Common variabl immunodef Communic dis contact NEC Communicat hydrocephalus Comp intest pouch NEC Comp intestine transplnt Comp organ transplnt NOS Comp oth organ transplnt Comp tp organ-stem cell Comp-genitourin dev/grft Comp-heart valve prosth Comp-int prost devic NEC Comp-internal joint pros Comp-nerv sys dev/graft Comp-oth cardiac device Comp-oth int ortho devic Comp-oth vasc dev/graft Comp-periton dialys cath Comp-ren dialys dev/grft Comp-unsp device/graft Compl del NEC aff NB Compl heart transplant Compl kidney transplant Compl liver transplant Compl lung transplant Compl marrow transplant Compl pancreas transplnt Compl reattached finger Compl transpos great ves Complcation-insulin pump Complete edentulism NOS Complete les cord/c5-c7 Complic med care NEC/NOS Complication cns device Compression of brain Compression of vein Concus-brief coma <31 mn Concussion NOS Concussion w coma NOS Concussion w/o coma Concussion-deep coma Concussion-moderate coma Cond hear loss comb type Condctv hear loss, bilat Condctv hear loss,unilat Conditn influ health NEC Conduc hear loss mid ear Conduct disturbance NOS Conduct hearing loss NOS Conduction disorder NEC Conduction disorder NOS Condyloma acuminatum Cong absence ext ear Cong absence of vertebra Cong anom of aorta NEC Cong anom of aorta NOS Cong aorta valv insuffic Cong aorta valv stenosis Cong bowing leg NOS Cong breast anomaly NEC Cong chorioretinal degen Cong cntrl hypovent synd Cong corneal opacit NEC Cong cystic liver dis Cong cytomegalovirus inf Cong def clot factor NEC Cong esoph fistula/atres Cong face/neck anom NEC Cong face/neck anom NOS Cong factor IX disorder Cong factor viii diord Cong factor xi disorder Cong foot deform NEC Cong genu recurvatum Cong heart anomaly NEC Cong heart anomaly NOS Cong hered musc dystrphy Cong hip deformity NEC Cong hip disloc w sublux Cong hip disloc, unilat Cong hip sublux, bilat Cong hip sublux, unilat Cong knee deformity Cong knee dislocation Cong mitral insufficienc Cong obst ureteroves jnc Cong postural deformity Cong pulmon valv atresia Cong pulmon valve stenos Cong pyloric stenosis Cong skin pigment anomal Cong skull/face/jaw def Cong subaortic stenosis Cong tricusp atres/sten Cong/herid thromb purpra Congen CV dis-del w p/p Congen abn uter-postpart Congen bronchiectasis Congen fusion of spine Congen hip disloc, bilat Congen obst urtroplv jnc Congen urethral stenosis Congenital anemia Congenital anomaly NOS Congenital cataract NOS Congenital chordee Congenital cystic lung Congenital diplegia Congenital eyelid deform Congenital heart block Congenital hemiplegia Congenital hydrocele Congenital hydrocephalus Congenital hypothyroidsm Congenital infec NEC Congenital neutropenia Congenital pes planus Congenital pneumonia Congenital ptosis Congenital quadriplegia Congenital renal cyst Congenital torticollis Congenital ureterocele Congn anoml abd wall NEC Conjunctiva disorder NEC Conjunctiva disorder NOS Conjunctiva vasc anomaly Conjunctival cysts Conjunctival edema Conjunctival hemorrhage Conjunctivitis NEC Conjunctivitis NOS Conn's syndrome Consl partner prob Constipation NEC Constipation NOS Constrictiv pericarditis Cont/exp hazard chem NEC Continuous leakage Contracept pill surveill Contracted palmar fascia Contracture of tendon Contusion NOS Contusion abdominal wall Contusion face/scalp/nck Contusion genital organs Contusion leg NOS Contusion of ankle Contusion of breast Contusion of chest wall Contusion of elbow Contusion of eye NOS Contusion of eyeball Contusion of finger Contusion of foot Contusion of forearm Contusion of hand(s) Contusion of hip Contusion of knee Contusion of lower leg Contusion of thigh Contusion of toe Contusion of upper arm Contusion of wrist Contusion orbital tissue Contusion periocular Contusion scapul region Contusion shoulder & arm Contusion shoulder reg Contusion trunk NOS Contusion upper limb NOS Conversion disorder Convulsions NEC Convulsions in newborn Cor ath artry bypas grft Cor ath bypass graft NOS Cor ath d/t calc cor lsn Cor ath unsp vsl ntv/gft Cor triatriatum Cord entangle NEC-deliv Cornea transplant status Corneal degeneration NOS Corneal disorder NEC Corneal dsdr contct lens Corneal grft malfunction Corneal ulcer NOS Corns and callosities Coronary artery anomaly Corpus luteum cyst Correct transpos grt ves Cortex contus-brief coma Cortex contus-coma NOS Cortex contus-concus NOS Cortex contus-deep coma Cortex contus-mod coma Cortex contusion-no coma Cortex lacerat w/o coma Cortex lacerat-deep coma Cortical blindness Corticoadren overact NEC Cough Cough variant asthma Counslng sbstn use abuse Coxsackie virus mening Cracked tooth Cramp in limb Cranial nerve dis NOS Crbl art oc NOS wo infrc Crbl art ocl NOS w infrc Crbl emblsm w infrct Crbl emblsm wo infrct Crbl thrmbs w infrct Crbl thrmbs wo infrct Crit illness neuropathy Critical illness myopthy Crn ath atlg vn bps grft Crn ath nonatlg blg grft Crnry athrscl natve vssl Crush inj ext genitalia Crush inj face scalp Crush inj neck Crush inj scapul region Crushing inj lower leg Crushing inj trunk NEC Crushing injury ankle Crushing injury buttock Crushing injury finger Crushing injury foot Crushing injury forearm Crushing injury hip Crushing injury knee Crushing injury of hand Crushing injury of wrist Crushing injury thigh Cryptococcal meningitis Cryptococcosis Cryptogenic organiz pneu Cryptosporidiosis Cryst arthrop NOS-l/leg Crystal deposit vitreous Cumltv trma-repetv impct Cushing's syndrome Cutaneous candidiasis Cutaneous diphtheria Cutaneous mycobacteria Cutaneous-vesicos status Cva Cyanosis Cyanotic attack, newborn Cyclic neutropenia Cyclothymic disorder Cyst of bone NOS Cyst of kidney, acquired Cyst of thyroid Cystic fibros w pul man Cystic fibros w/o ileus Cystic fibrosis NEC Cystic fibrosis gene car Cystic kidney diseas NEC Cystic kidney diseas NOS Cysticercosis Cystitis NEC Cystitis NOS Cystitis cystica Cystocele, lateral Cystocele, midline Cystoid macular degen Cystostomy status NEC Cystostomy status NOS Cystourethral anom NEC Cysts of jaws NEC Cytomegaloviral disease DMAC bacteremia DMI circ nt st uncntrld DMI circ uncntrld DMI hprosmlr uncontrold DMI hprsm nt st uncntrld DMI keto nt st uncntrld DMI ketoacd uncontrold DMI neuro nt st uncntrld DMI neuro uncntrld DMI o cm nt st uncntrld DMI ophth nt st uncntrld DMI ophth uncntrld DMI oth coma uncontrold DMI oth nt st uncntrld DMI oth uncntrld DMI renal uncntrld DMI renl nt st uncntrld DMI unspf nt st uncntrld DMI unspf uncntrld DMI wo cmp nt st uncntrl DMI wo cmp uncntrld DMII circ nt st uncntrld DMII circ uncntrld DMII hprosmlr uncontrold DMII hprsm nt st uncntrl DMII keto nt st uncntrld DMII ketoacd uncontrold DMII neuro nt st uncntrl DMII neuro uncntrld DMII o cm nt st uncntrld DMII ophth nt st uncntrl DMII ophth uncntrld DMII oth coma uncontrold DMII oth nt st uncntrld DMII oth uncntrld DMII renal uncntrld DMII renl nt st uncntrld DMII unspf nt st uncntrl DMII unspf uncntrld DMII wo cmp nt st uncntr DMII wo cmp uncntrld Dacryoadenitis NOS Dacryocystitis NOS Damage to pelvic jt-del Deaf, nonspeaking NEC Debility NOS Decrease fetal movmt del Decreased WBC count NEC Deep dermatophytosis Deep phlebitis-leg NEC Defibrination syndrome Defic circul enzyme NEC Deficiency anemia NOS Deficiency of vitamin k Degen basal ganglia NEC Degeneration of eye NOS Degenerative skin disord Dehydration Del w 1 deg lacerat-del Del w 2 deg lacerat-del Delay conjugat jaund NEC Delay conjugat jaund NOS Delay p/p hem-del w p/p Delay p/part hem-postpar Delirium d/t other cond Delirium tremens Deliver-single liveborn Deliver-single stillborn Deliver-twins, both live Delusional disorder Demen NOS w behav distrb Demen NOS w/o behv dstrb Dementia w Lewy bodies Dementia w behavior dist Dementia w/o behav dist Dental caries - enamel Dental caries NEC Dental caries NOS Dental caries-root surf Dental disorder NEC Dental disorder NOS Dentofacial anomaly NEC Depend-supplement oxygen Depr psychos-part remiss Depr psychos-sev w psych Depress psychosis-mild Depress psychosis-severe Depress psychosis-unspec Depressive disorder NEC Depressive psychosis-mod Dermat d/t food ingest Dermat d/t int agent NEC Dermatitis NEC Dermatitis NOS Dermatitis due to plant Dermatitis factitia Dermatitis herpetiformis Dermatitis oth radiation Dermatoglyphic anomalies Dermatographic urticaria Dermatomycoses NEC Dermatomycosis NOS Dermatomyositis Dermatophyt scalp/beard Dermatophytosis of body Dermatophytosis of foot Dermatophytosis of groin Dermatophytosis of nail Dermatophytosis site NEC Dermatophytosis site NOS Descending colon inj-cl Descending colon inj-opn Desensitiza to allergens Detachmnt w defect NOS Detergent dermatitis Detrusr sphinc dyssnrgia Devel coordination dis Devel odontogenic cysts Development delay NOS Development delays NEC Deviated nasal septum Diabetes insipidus Diabetes-antepartum Diabetes-delivered Diabetes-postpartum Diabetic cataract Diabetic macular edema Diabetic retinopathy NOS Dialysis encounter, NEC Diaper or napkin rash Diaphragm hernia w gangr Diaphragm hernia w obstr Diaphragm injury-closed Diaphragm injury-open Diaphragmatic hernia Diarrhea Diarrhea of infect orig Diastasis of muscle Diastolc hrt failure NOS Dicalc phos crys-forearm Dicalc phos cryst-l/leg Dietary surveil/counsel Dieulafoy les, intestine Dieulafoy les,stom&duod Diff connect tis dis NEC Diff connect tis dis NOS Difficulty in walking Diffus cystic mastopathy Digeorge's syndrome Digest-genit fistul, fem Digestive neoplasm NOS Digestve syst symptm NEC Diphtheria NEC Diphtheria NOS Diphtheria carrier Diplegia of upper limbs Diplopia Dis bilirubin excretion Dis calcium metablsm NEC Dis calcium metablsm NOS Dis carbohydr metab NEC Dis copper metabolism Dis magnesium metabolism Dis mid ear/mastoid NEC Dis mineral metabol NEC Dis mineral metabol NOS Dis mitochondrial metab Dis of biliary tract NEC Dis of biliary tract NOS Dis of gallbladder NEC Dis of gallbladder NOS Dis phosphorus metabol Dis plas protein met NEC Dis plas protein met NOS Dis porphyrin metabolism Dis urea cycle metabol Disaccharidase def/malab Disc degeneration NOS Disc dis NEC/NOS-cerv Disc dis NEC/NOS-lumbar Disc dis NEC/NOS-thorac Disc dis NEC/NOS-unspec Disc dis w myelopath NOS Disc displacement NOS Disease of larynx NEC Disease of larynx NOS Disease of pharynx NEC Disease of pharynx NOS Diseases of appendix NEC Diseases of lips Diseases of nail NEC Diseases of thymus NEC Disfigurements of head Disl finger NOS-closed Disl interphaln hand-cl Disl metacarpophalan-opn Disl metatarsophalang-cl Disl tarsometatarsal-opn Disloc 1st cerv vert-cl Disloc 2nd cerv vert-cl Disloc 3rd cerv vert-cl Disloc 4th cerv vert-cl Disloc 5th cerv vert-cl Disloc 6th cerv vert-cl Disloc 7th cerv vert-cl Disloc acromioclavic-cl Disloc acromioclavic-opn Disloc cerv vert NOS-cl Disloc dist radiouln-cl Disloc dist radiouln-opn Disloc metacarpal-closed Disloc metacarpophaln-cl Disloc mult cerv vert-cl Disloc radiocarpal-clos Disloc shoulder NEC-clos Disloc shoulder NOS-clos Disloc tarsal NOS-closed Disloc thoracic vert-cl Disloc wrist NEC-closed Disloc wrist NOS-closed Disloca midcarpal-closed Dislocat elbow NEC-close Dislocat elbow NOS-close Dislocat foot NEC-closed Dislocat hip NOS-closed Dislocat knee NOS-closed Dislocat knee NOS-open Dislocat lumbar vert-cl Dislocat midcarpal-open Dislocat patella-closed Dislocat sacrum-closed Dislocat site NEC-closed Dislocat site NEC-open Dislocat sternum-closed Dislocate prosthetic jt Dislocation ankle-closed Dislocation ankle-open Dislocation jaw-closed Dislocation patella-open Disord iron metablsm NEC Disorder of eyelid NOS Disorder of meninges NEC Disorder of penis NEC Disorder of penis NOS Disorder of thyroid NOS Disorders breast NEC Disorders of bladder NEC Disorders of diaphragm Disorders of ear NEC Disorders of eyelid NEC Disorders of sacrum Disorders of thyroid NEC Disorders of uterus NEC Disrpt trauma wound repr Disrup internal op wound Disrup-external op wound Disrupt c-sect-del w p/p Disrupt c-sect-postpart Dissect carotid artery Dissect vertebral artery Dissection artery NEC Dissection cor artery Dissection iliac artery Dissection renal artery Dissem intravasc coag NB Disseminated candidiasis Dissociated nystagmus Dissociative amnesia Dissociative react NOS Dissociatve identity dis Disturbances of vision Diverticulum of bladder Diving accident Dizziness and giddiness Do not resusctate status Dog bite Domestic wiring accident Dorsal root injury Double outlet rt ventric Doubling of uterus Down's syndrome Drop, hematocrit, precip Drowning/nonfatal submer Drug abuse NEC-contin Drug abuse NEC-episodic Drug abuse NEC-in remiss Drug abuse NEC-unspec Drug allergy NEC Drug depend NEC-contin Drug depend NEC-unspec Drug depend NOS-contin Drug depend NOS-remiss Drug depend NOS-unspec Drug dependence-antepart Drug dependence-deliver Drug dermatitis NOS Drug induce headache NEC Drug induced neutropenia Drug induced sleep disor Drug mental disorder NEC Drug mental disorder NOS Drug persisting dementia Drug psy dis w hallucin Drug psych disor w delus Drug withdrawal Drug-induced delirium Drug-induced mood disord Dsct of abdominal aorta Dsct of aorta unsp site Dsct of thoracic aorta Dsct of thoracoabd aorta Dual sensory impairment Duane's syndrome Duodenal obstruction NEC Duodenal ulcer NOS Duodenal ulcer NOS-obstr Duodenitis w hmrhg Duodenitis w/o hmrhg Duodenum injury-closed Duodenum injury-open Dural tear NEC Dvrtcli colon w hmrhg Dvrtcli colon w/o hmrhg Dvrtcli sml int w/o hmrg Dvrtclo colon w hmrhg Dvrtclo colon w/o hmrhg Dvrtclo sml int w hmrhg Dvrtclo sml int w/o hmrg Dwarfism NEC Dysarthria Dyschromia, unspecified Dyskinesia of esophagus Dysmenorrhea Dysmetabolic syndrome x Dysphagia NEC Dysphagia NOS Dysphagia, oral phase Dysphagia, oropharyngeal Dysphagia, pharyngeal Dysphagia,pharyngoesoph Dysphonia Dysplasia of anus Dysplasia of cervix NOS Dysplasia of prostate Dysthymic disorder Dysuria E coli septicemia E.coli infection NEC/NOS Ear anomalies NEC Ear anomaly NOS Ear piercing Early complic trauma NEC Early congen syph NOS Early onset delivery-del Early satiety East equine encephalitis Eating disorder NEC Eating disorder NOS Ebstein's anomaly Echinococcosis NOS liver Eclampsia-antepartum Eclampsia-delivered Eclampsia-postpartum Economic problem Ect preg NEC w/o int prg Ectp preg NOS w int preg Ectpc prg NEC w int preg Ectropion NOS Eczema herpeticum Edema Edema of eyelid Edema of larynx Edema of newborn NEC/NOS Edema of penis Edema pharynx/nasopharyx Edema, male genital orgn Edwards' syndrome Effect external caus NEC Effects electric current Effects of hunger Effects radiation NOS Effusion NEC exc tb Ehlers-danlos syndrome Ehrlichiosis NEC Ehrlichiosis NOS Elb/forearm/wrst inj NOS Elder primigravid-antepa Elderly multigravd-antep Elderly multigravida-del Elderly primigravida-del Electrolyt/fluid dis NEC Elev C-reactive protein Elev bl pres w/o hypertn Elev transaminase/ldh Elevated sediment rate Elvtd prstate spcf antgn Embl suprfcl ves low ext Emotional state sym NEC Emphysema NEC Emphysema rsult frm proc Emphysematous bleb Empyema w/o fistula Empyema with fistula Enceph & encephlalo NEC Enceph/myel folwg immune Encephalitis NOS Encephalocele Encephalopathy NEC Encephalopathy NOS Encntr plnd po wnd clsr Encountr palliative care End stage renal disease Endocard cushion def NEC Endocard cushion def NOS Endocard fibroelastosis Endocarditis NOS Endocarditis in oth dis Endocrine anomaly NEC Endocrine disorder NOS Endocrine disorders NEC Endocrine/nerv neo NOS Endometrial hyperpla NOS Endometriosis NEC Endometriosis NOS Endophthalmitis NEC Endos dentl imp fail NEC Enlargement lymph nodes Enophthalmos d/t trauma Enteritis of infect orig Enterococcus group d Enterostomy status NEC Enthesopathy of hip Enthesopathy of knee NEC Enthesopathy of knee NOS Enthesopathy, site NOS Enuresis Enzyme defic anemia NEC Eosinophil gastrt wo hem Eosinophilia Eosinophilia myalgia snd Eosinophilic esophagitis Eosinophilic gastroent Eosinophilic meningitis Epicranial subapo hemorr Epil par cont w intr epi Epil par cont w/o int ep Epilep NEC w/o intr epil Epilep NOS w/o intr epil Epilepsy NEC w intr epil Epilepsy NOS w intr epil Epilepsy-antepartum Epilepsy-postpartum Epimembranous nephritis Epiphora NOS Episodic mood disord NEC Episodic mood disord NOS Epispadias Epistaxis Erysipelas Erythema multiforme NOS Erythema multiforme maj Erythema nodosum Erythematous cond NEC Erythematous cond NOS Erythromelalgia Esoph varice oth dis NOS Esoph varices w/o bleed Esophag varices w bleed Esophageal anomaly NEC Esophageal disorder NOS Esophageal hemorrhage Esophageal reflux Esophageal stricture Esophagitis, unspecified Esophagus injury-closed Esophagus injury-open Esotropia NOS Essen hyperten-antepart Essen hyperten-delivered Essen hyperten-postpart Essntial thrombocythemia Estrogen recep neg stat Estrogen recep pstv stat Euthyroid sick syndrome Evans' syndrome Ex ear anm NEC-impr hear Exam ears & hearing NEC Exam-clincal trial Exceptionally large baby Excess fetal grth-deliv Excessive cold NEC Excessive cold NOS Excessive cold, man-made Excessive cold: weather Excessive heat, man-made Excessive heat: weather Excessive menstruation Exercse ind bronchospasm Exfl d/t eryth 10-19 bdy Exfol d/t eryth <10% bdy Exophoria Exophthalmos NOS Exostosis, site NOS Exotropia NOS Explosive personality Explosives accident NEC Expressive language dis Expsure keratoconjunctiv Expulsive choroid hemorr Ext asthma w status asth Ext asthma w(acute) exac Ext hemorrhoid w/o compl Ext hemrrhoid w comp NEC Ext thrombos hemorrhoid External ophthalmoplegia Externl cause status NEC Externl cause status NOS Extradur hem-brief coma Extradural hem w/o coma Extradural hem-coma NOS Extradural hem-deep coma Extrapyramidal dis NEC Extrapyramidal dis NOS Extravasation of urine Extravasn vesicant NEC Extreme immat 1000-1249g Extreme immat 1250-1499g Extreme immat 1500-1749g Extreme immat 2000-2499g Extreme immatur 500-749g Extreme immatur 750-999g Extreme immatur <500g Extreme immatur wtNOS Extrinsic asthma NOS Exudative macular degen Eye anomaly NOS Eye disorder NOS Eye disorders NEC Eye movemnt disorder NOS Eye replacement NEC FB bladder & urethra FB entering oth orifice FB granuloma of muscle FB in conjunctival sac FB in intestine & colon FB left during procedure FB post heart catheter FB post-catheter removal FB respiratory tree NOS FB trach/bronch/lung NEC Face & neck injury Facial nerve dis NEC Facial nerve dis NOS Facial nerve inj-birth Facial weakness Factitious dis w symptom Fail introd/remove tube Failure in suture Failure to thrive-adult Failure to thrive-child Falciparum malaria Fall NEC Fall NOS Fall from bed Fall from building Fall from chair Fall from cliff Fall from commode Fall from furniture NEC Fall from ladder Fall from playgrnd equip Fall from roller skates Fall from scaffolding Fall from skateboard Fall from skis Fall from slipping NEC Fall from snowboard Fall from train-passengr Fall from train-pedest Fall from wheelchair Fall in sports Fall into other hole Fall on escalator Fall on sidewalk curb Fall on stair/step NEC Fall striking object NEC Fall striking sharp obj Fall-1 level to oth NEC Fall-nonmotor scooter Fam Mediterranean fever Fam hx MEN syndrome Fam hx digest disord NEC Fam hx genet dis carrier Fam hx sudden card death Fam hx-bladder malig Fam hx-blood disord NEC Fam hx-cardiovas dis NEC Fam hx-congen anomalies Fam hx-diabetes mellitus Fam hx-intrathoracic mal Fam hx-ischem heart dis Fam hx-kidney dis NEC Fam hx-lymph neoplas NEC Fam hx-neurolog dis NEC Fam hx-psychiatric cond Fam hx-urinry malig NEC Family circumstances NEC Family disruption NEC Family dsrpt-death membr Family dsrpt-estrangmemt Family health probl NEC Family hx colonic polyps Family hx-anemia Family hx-asthma Family hx-breast malig Family hx-condition NEC Family hx-deafness Family hx-gi malignancy Family hx-kidney malig Family hx-leukemia Family hx-malignancy NEC Family hx-malignancy NOS Family hx-stroke Fasciitis NOS Fat embolism Feb nonhemo transf react Febrile convulsions NOS Fecal impaction Feeding problem Felon Felty's syndrome Fem genital fistula NEC Fem genital symptoms NEC Fem genital symptoms NOS Fem pelv inflam dis NOS Fem pelvic periton adhes Fem stress incontinence Female gen inflam NOS Female genital disor NEC Female infertility NOS Femoral nerve lesion NEC Femoral vein phlebitis Fet growth ret 2500+g Fet growth ret 500-749g Fet growth ret 750-999g Fet growth retard <500g Fet grwth ret 1000-1249g Fet grwth ret 1250-1499g Fet grwth ret 1500-1749g Fet grwth ret 1750-1999g Fet grwth ret 2000-2499g Fetal abnorm NEC-antepar Fetal distrs dur lab/del Fetal/neonatal hepatitis Fetal/neonatal jaund NOS Fever NOS Fever in other diseases Fibromatoses NEC Finger injury NOS Fire accident NOS Fire in bldg-accid NEC Firearm accident NOS Fistula of bile duct Fistula of gallbladder Fit orthopedic devices Fit/adj perit dial cath Fit/adj vascular cathetr Fit/adjust device NEC Fit/adjust insulin pump Fitting urinary devices Flail chest Flat foot Flatul/eructat/gas pain Flccd hmiplg nondmnt sde Flccd hmiplga domnt side Flccd hmiplga unspf side Flu dt iden avian w pneu Flu w manifestation NEC Flu w resp manifest NEC Fluid overload NEC Flushing Fm hx endo/metab dis NEC Fm hx genital malig NEC Fm hx ovary malignancy Fm hx prostate malig Fm hx testis malig Fm hx-infect/parasit dis Fm hx-trach/bronchog mal Fmily dsrpt- divorce/sep Fnctnl urinary incontnce Folate-deficiency anemia Follicular cyst of ovary Food poisn d/t v. vulnif Food poisoning NOS Food/vomit pneumonitis Forearm deformity NEC Forearm deformity NOS Foreign bdy ext eye NEC Foreign bdy ext eye NOS Foreign bdy vulva/vagina Foreign body GI NOS Foreign body anus/rectum Foreign body bronchus Foreign body esophagus Foreign body granul-skin Foreign body in larynx Foreign body in nose Foreign body in pharynx Foreign body in stomach Foreign body in trachea Foreign body penis Foreign body trunk Fourth nerve palsy Fracture acetabulum-clos Fracture acetabulum-open Fracture calcaneus-close Fracture calcaneus-open Fracture five ribs-close Fracture four ribs-close Fracture ischium-closed Fracture of ilium-closed Fracture of ilium-open Fracture of pubis-closed Fracture of pubis-open Fracture of sternum-clos Fracture of sternum-open Fracture one rib-closed Fracture one rib-open Fracture patella-closed Fracture patella-open Fracture radius NOS-open Fracture rib NOS-closed Fracture rib NOS-open Fracture seven ribs-clos Fracture six ribs-closed Fracture three ribs-clos Fracture two ribs-closed Fracture ulna NOS-closed Fracture ulna NOS-open Fracture, cause NOS Fragile x syndrome Friedreich's ataxia Frontal lobe deficit Frontal lobe syndrome Frontotemp dementia NEC Frostbite NEC/NOS Frostbite of foot Frostbite of hand Ft/adj xtrcorp dial cath Ftng autmtc dfibrillator Ftng cardiac pacemaker Ftng oth cardiac device Full incontinence-feces Full-thicknes lac eyelid Fum/vapor bronc/pneumon Funct dis intestine NEC Function dis neutrophils Functional quadriplegia Furnit w/o sub fall Furniture acc w sub fall Fx 1st metacarp base-cl Fx 1st metacarp base-opn Fx alveolar bord mand-cl Fx anat neck humerus-opn Fx anatom nck humerus-cl Fx angle of jaw-closed Fx angle of jaw-open Fx ankle NOS-closed Fx ankle NOS-open Fx arms w rib/stern-open Fx arms w rib/sternum-cl Fx astragalus-closed Fx astragalus-open Fx base femoral nck-clos Fx bimalleolar-closed Fx bimalleolar-open Fx c1 vertebra-closed Fx c2 vertebra-closed Fx c3 vertebra-closed Fx c4 vertebra-closed Fx c5 vertebra-closed Fx c6 vertebra-closed Fx c7 vertebra-closed Fx capitate bone-closed Fx carpal bone NEC-close Fx carpal bone NEC-open Fx carpal bone NOS-close Fx cervical vert NOS-cl Fx clavic, acrom end-opn Fx clavicl, acrom end-cl Fx clavicl, stern end-cl Fx clavicle NOS-closed Fx clavicle NOS-open Fx clavicle shaft-closed Fx clavicle shaft-open Fx condyl proc mandib-cl Fx coron proc mandib-cl Fx coronoid proc ulna-cl Fx cuboid-closed Fx cuneiform, foot-clos Fx cuneiform, foot-open Fx dental mat w/o loss Fx dist phalanx, hand-cl Fx distal phal, hand-opn Fx distal radius NEC-cl Fx distal radius NEC-opn Fx distal ulna-closed Fx distal ulna-open Fx dorsal vertebra-close Fx dorsal vertebra-open Fx eight/more rib-closed Fx eight/more ribs-open Fx facial bone NEC-close Fx facial bone NEC-open Fx femoral condyle-close Fx femoral condyle-open Fx femur NOS-closed Fx femur NOS-open Fx femur intrcap NEC-opn Fx femur intrcaps NEC-cl Fx femur shaft-closed Fx femur shaft-open Fx femur, midcervic-clos Fx fibula NOS-closed Fx fibula shaft-open Fx foot bone NEC-closed Fx foot bone NEC-open Fx foot bone NOS-closed Fx gr tuberos humerus-cl Fx hamate bone-closed Fx hamate bone-open Fx humer, condyl NOS-cl Fx humer, condyl NOS-opn Fx humer, lat condyl-cl Fx humer, lat condyl-opn Fx humer, med condyl-cl Fx humerus NOS-closed Fx humerus NOS-open Fx humerus shaft-closed Fx humerus shaft-open Fx larynx/trachea-closed Fx larynx/trachea-open Fx lateral malleolus-cl Fx lateral malleolus-opn Fx legs w arm/rib-closed Fx legs w arm/rib-open Fx low end femur NEC-cl Fx low end femur NEC-opn Fx low end femur NOS-cl Fx low end femur NOS-opn Fx low femur epiphy-clos Fx low femur epiphy-open Fx low radius w ulna-cl Fx low radius w ulna-opn Fx lower humer NEC-open Fx lower humer NOS-open Fx lower humerus NEC-cl Fx lower humerus NOS-cl Fx lumbar vertebra-close Fx lumbar vertebra-open Fx lunate, wrist-closed Fx lunate, wrist-open Fx malar/maxillary-close Fx malar/maxillary-open Fx mandible body NEC-cl Fx mandible body NEC-opn Fx medial malleolus-clos Fx medial malleolus-open Fx metacarp base NEC-cl Fx metacarp base NEC-opn Fx metacarpal NOS-closed Fx metacarpal NOS-open Fx metacarpal neck-close Fx metacarpal neck-open Fx metacarpal shaft-clos Fx metacarpal shaft-open Fx metatarsal-closed Fx metatarsal-open Fx mid/prx phal, hand-cl Fx mid/prx phal, hand-op Fx mult cervical vert-cl Fx mult phalan, hand-cl Fx mult phalan, hand-opn Fx mult ribs NOS-closed Fx navicular, foot-clos Fx navicular, foot-open Fx navicular, wrist-clos Fx navicular, wrist-open Fx neck of femur NOS-cl Fx neck of femur NOS-opn Fx olecran proc ulna-cl Fx olecran proc ulna-opn Fx orbital floor-closed Fx orbital floor-open Fx phalanx, foot-closed Fx phalanx, foot-open Fx phalanx, hand NOS-cl Fx phalanx, hand NOS-opn Fx pisiform-closed Fx radius NOS-closed Fx radius head-closed Fx radius shaft-closed Fx radius shaft-open Fx radius w ulna NOS-cl Fx radius w ulna NOS-opn Fx ramus NOS-closed Fx ramus NOS-open Fx sacr-cl/cauda inj NEC Fx sacrum-cl/crd inj NOS Fx sacrum/coccyx-closed Fx scap, glen cav/nck-cl Fx scapul, acrom proc-cl Fx scapul, corac proc-cl Fx scapula NEC-closed Fx scapula NOS-closed Fx scapula NOS-open Fx shaft fib w tib-clos Fx shaft fibula-closed Fx shaft rad w ulna-clos Fx shaft rad w ulna-open Fx shaft tibia w fib-opn Fx shaft tibia-closed Fx surg nck humerus-clos Fx symphy mandib bdy-opn Fx symphy mandib body-cl Fx tibia NOS-closed Fx tibia NOS-open Fx tibia shaft-open Fx tibia w fib NOS-open Fx tibia w fibula NOS-cl Fx trapezium bone-closed Fx trapezoid bone-closed Fx trimalleolar-closed Fx trimalleolar-open Fx triquetral, wrist-cl Fx ulna shaft-closed Fx ulna shaft-open Fx up end humerus NOS-cl Fx up femur epiphy-clos Fx up radius NEC/NOS-cl Fx up radius w ulna-clos Fx up radius w ulna-open Fx up tibia w fibula-cl Fx up tibia w fibula-opn Fx up ulna NEC/NOS-open Fx upper end fibula-clos Fx upper end tibia-close Fx upper end tibia-open Fx upper humerus NEC-cl Fx upper humerus NEC-opn Fx upper humerus NOS-opn GI injury NEC-closed GI injury NEC-open GI mucositis (ulceratve) GI pathogen carrier NEC GI sites - kpsi's srcoma Gal&bil cal w/ac&ch w ob Gal&bil cal w/ac&chr w/o Gal&bil cal w/oth w/o ob Galactorrhea-nonobstet Gall&bil cal w/ac w obs Gall&bil cal w/ac w/o ob Gall&bil cal w/o ch w ob Gall&bil cal w/o cho w/o Gall&bil cal w/oth w obs Gallstone ileus Gang ventral hernia NEC Ganglion NOS Ganglion of joint Ganglion of tendon Gangr incisional hernia Gangr ventral hernia NOS Gangrene Gardening/landscaping Gas cylinder explosion Gas gangrene Gastric diverticulum Gastric/duodenal fistula Gastroduodenal dis NEC Gastroduodenal dis NOS Gastrointest hemorr NOS Gastrojejunal ulcer NOS Gastroparesis Gastrostomy comp - mech Gastrostomy comp NEC Gastrostomy comp NOS Gastrostomy infection Gastrostomy status Gb cholesterolosis Gen cnv epil w intr epil Gen cnv epil w/o intr ep Gen nonconv ep w intr ep Gen noncv ep w/o intr ep Gen osteoarthros-hand Gend iden dis,adol/adult General medical exam NEC General osteoarthrosis Generalizd hyperhidrosis Generalized anxiety dis Generalized pain Genetc sus mal neo brest Genetic anomaly leukocyt Genetic carrier stat NEC Genetic susc mal neo NEC Genetic suscept dis NEC Genetic torsion dystonia Geniculate herpes zoster Genital herpes NEC Genital herpes NOS Genital organ anom NEC Genital organ anom NOS Genital-skin fistul, fem Geographic tongue Gerstmn-Straus-Schnk syn Giant cell arteritis Giardiasis Gingiv/periodont dis NOS Glaucoma NEC Glaucoma NOS Glaucoma stage NOS Glaucoma w ocular trauma Glaucoma w systemic synd Glaucoma w vascular dis Glossitis Glossodynia Glossophar nerve dis NEC Glucocorticoid deficient Glutathione dis anemia Glycogenosis Glycosuria Goiter NOS Golf Gonadal dysgenesis Goodpasture's syndrome Gout NOS Gout w manifestation NEC Gouty arthropathy NOS Gouty tophi site NEC Graft-versus-host NOS Gram-neg septicemia NEC Gram-neg septicemia NOS Grand mal status Great vein anomaly NEC Great vein anomaly NOS Gross hematuria Group b streptoc carrier Gstr mcsl hyprt w hmrg Gstr mcsl hyprt w/o hmrg Gstr/ddnts NOS w hmrhg Gstr/ddnts NOS w/o hmrhg Gstrontest vesl anomaly Gu infection-antepartum Gu infection-delivered Gu infection-postpartum H simplex complicat NEC H simplex keratitis H simplex meningitis H zoster complicated NEC H zoster nerv syst NEC H zoster otitis externa H. influenae septicemia H. influenzae infect NOS H.influenzae pneumonia Hair diseases NEC Hairy-cell leukem abdom Hallucinations Hallucinog abuse-contin Hallucinog abuse-unspec Hallux valgus Hamartoses NEC Hand injury NOS Handgun accident Hard tiss dis teeth NOS Hb-S/Hb-C dis w crisis Hb-SS disease w crisis Hdgk dis unsp xtrndl org Head & neck symptoms NEC Head injury NOS Headache Headache syndrome NEC Hearing loss NEC Hearing loss NOS Heart chamber lacer-opn Heart chamber lacerat-cl Heart compl in del-deliv Heart contusion-closed Heart disease NOS Heart failure NOS Heart injury NOS-closed Heart injury NOS-open Heart laceration-closed Heart laceration-open Heart transplant status Heart valve replac NEC Heart valve transplant Heartburn Heat stroke & sunstroke Heavy-for-date infan NEC Hebephrenia-chronic Helicobacter pylori Hemangioma NEC Hemangioma NOS Hemangioma intra-abdom Hemangioma intracranial Hemangioma skin Hemarthrosis-ankle Hemarthrosis-forearm Hemarthrosis-jt NEC Hemarthrosis-l/leg Hemarthrosis-shlder Hemarthrosis-up/arm Hematemesis Hematoma complic proc Hematometra Hematuria NOS Hemivertebra Hemochromatos-rbc trans Hemochromatosis NEC Hemododialysis hypotensn Hemoglobinopathies NEC Hemoglobinuria Hemolytic hemoglobinuria Hemolytic uremic synd Hemopericardium Hemoperitoneum Hemophagocytic syndromes Hemophilus meningitis Hemophthalmos Hemoptysis NEC Hemoptysis NOS Hemorr choroid detachmnt Hemorrhage NOS Hemorrhage complic proc Hemorrhage from throat Hemorrhagic cond NOS Hemorrhoids NOS Hemrrhoid NOS w comp NEC Heparin-indu thrombocyto Hepatic encephalopathy Hepatic infarction Hepatitis A w/o coma Hepatitis A with coma Hepatitis B carrier Hepatitis C carrier Hepatitis NOS Hepatitis in viral dis Hepatomegaly Hepatopulmonary syndrome Hepatorenal syndrome Hered hemolytic anem NEC Hered hemolytic anem NOS Hered prog musc dystrphy Hered sensory neuropathy Hered spastic paraplegia Heredit elliptocytosis Heredit hemochromatosis Heredit hemorr telangiec Hereditary edema of legs Hereditary optic atrophy Hereditary spherocytosis Hernia NEC Hernia NOS Hernia, site NEC w gangr Hernia, site NEC w obstr Hernia, site NOS w obstr Herpes simplex NOS Herpes simplex eye NOS Herpes zoster NOS Herpes zoster meningitis Herpes zoster myelitis Herpes zoster of eye NEC Herpes zoster of eyelid Herpetic encephalitis Herpetic gingivostomat Herpetic infect of penis Herpetic septicemia Herpetic ulcer of vulva Heteronymous hemianopsia Hi grde myelodys syn les Hiccough Hidden penis Hidradenitis High head at term-deliv High vaginal lacer-deliv Hip & thigh injury NOS Hirschsprung's disease Hirsutism Histoplasm caps pneumon Histoplasma duboisii NEC Histoplasmosis NEC Histoplasmosis NOS History of tobacco use Histrionic person NOS Hit by train-pedestrian Hit by train-person NEC Hiv-2 infection oth dis Hodg lymph-histio mult Hodg nodul sclero mult Hodg nodul sclero thorax Hodgkins dis NOS head Hodgkins dis NOS mult Hodgkins dis NOS thorax Homicidal ideation Homonymous hemianopsia Hordeolum externum Hordeolum internum Hormone replace postmeno Hornet/wasp/bee sting Horseback riding Hot substance accid NEC Hot substance accid NOS Househld maintenance NEC Hpt B acte coma wo dlta Hpt B acte wo cm w dlta Hpt B acte wo cm wo dlta Hpt B chrn coma wo dlta Hpt B chrn wo cm w dlta Hpt B chrn wo cm wo dlta Hpt C acute w hepat Coma Hpt C acute wo hpat coma Hpt C w hepatic coma NOS Hpt C w/o hepat coma NOS Hpt E wo hepat Coma Hpt dlt wo b wo hpt coma Hrt dis postcardiac surg Htlv-1 infection oth dis Human bite - accidental Human bite - assault Human herpesvir 6 enceph Human herpesvirs inf NEC Human herpesvirus 6 infc Human herpesvr encph NEC Human immuno virus dis Human papillomavirus Hungry bone syndrome Hunting rifle accident Huntington's chorea Hx Methicln resist Staph Hx TIA/stroke w/o resid Hx antineoplastic chemo Hx benign neoplasm brain Hx diseases NEC Hx injury NEC Hx malig neoplasm NOS Hx malig neuroendo tumor Hx malig renal pelvis Hx of GI malignancy NEC Hx of GI malignancy NOS Hx of affective disorder Hx of alcoholism Hx of anaphylaxis Hx of bladder malignancy Hx of bone malignancy Hx of brain malignancy Hx of breast malignancy Hx of colonic malignancy Hx of emotional abuse Hx of eye malignancy Hx of gastric malignancy Hx of irradiation Hx of kidney malignancy Hx of leukemia NEC Hx of leukemia NOS Hx of liver malignancy Hx of lymphoid leukemia Hx of malignancy NEC Hx of myeloid leukemia Hx of ovarian malignancy Hx of past noncompliance Hx of physical abuse Hx of schizophrenia Hx of thyroid malignancy Hx of tongue malignancy Hx pathological fracture Hx pulmonary embolism Hx retained FB, rem Hx stress fracture Hx sudden cardiac arrest Hx surgery to organs NEC Hx systemc steroid thrpy Hx traumatc brain injury Hx traumatic fracture Hx-allergy NEC Hx-allergy insct/arachnd Hx-analgesic allergy Hx-anti-infect allergy Hx-antibiot allergy NEC Hx-blood diseases Hx-bronchogenic malignan Hx-cervical malignancy Hx-circulatory dis NEC Hx-circulatory dis NOS Hx-cong malform-eye,face Hx-cong malform-heart Hx-congenital malfor NEC Hx-cont/exps haz bdy fld Hx-contact/exposure lead Hx-contct/expos asbestos Hx-drug allergy NEC Hx-endocrine malign NEC Hx-esophageal malignancy Hx-female genit malg NEC Hx-health hazards NEC Hx-hodgkin's disease Hx-intrathoracic mal NEC Hx-laryngeal malignancy Hx-latex allergy Hx-lymphatic malign NEC Hx-lymphosarcoma Hx-major cardiovasc surg Hx-male genit malig NEC Hx-malig skin melanoma Hx-malign nerve syst NEC Hx-mental disorder NEC Hx-milk prod allergy Hx-narcotic allergy Hx-nose/ear/sinus malig Hx-oral/pharynx malg NEC Hx-other food allergy Hx-peanut allergy Hx-penicillin allergy Hx-prostatic malignancy Hx-radiogrphc dye allrgy Hx-rectal & anal malign Hx-resp org malignan NOS Hx-seafood allergy Hx-skin malignancy NEC Hx-sulfonamides allergy Hx-testicular malignancy Hx-thrombophlebitis Hx-tracheal malignancy Hx-urinary malignan NEC Hx-urinary malignan NOS Hx-uterus malignancy NEC Hx-ven thrombosis/embols Hy ht/kd NOS I-IV w/o hf Hy ht/kd NOS st V w/o hf Hy kid NOS w cr kid I-IV Hydrocele NEC Hydrocele NOS Hydronephrosis Hydrops fetalis no isoim Hydrops of gallbladder Hydroureter Hyp hrt dis NOS w/o hf Hyp ht dis NOS w ht fail Hyp ht/kd NOS I-IV w hf Hyp ht/kd NOS st V w hf Hyp kid NOS w cr kid V Hyperacusis Hyperaldosteronism NOS Hypercalcemia Hyperem w metab-antepart Hyperlipidemia NEC/NOS Hypernasality Hyperosmolality Hyperostosis of skull Hyperparathyroidism NEC Hyperparathyroidism NOS Hyperpigmentation lid Hyperpotassemia Hypersensit angiitis NEC Hypersensit angiitis NOS Hypersom w slp apnea NOS Hypersomnia NOS Hypersplenism Hypertens NOS-antepartum Hypertens NOS-del w p/p Hypertens NOS-postpartum Hypertens encephalopathy Hypertension NOS Hypertensive retinopathy Hypertonicity of bladder Hypertroph tongue papill Hypertrophy adenoids Hypertrophy of breast Hypertrophy of kidney Hypertrophy of uterus Hypertrophy tonsils Hypertrph nasal turbinat Hyperventilation Hyphema Hypocalcem/hypomagnes NB Hypocalcemia Hypochondriasis Hypogammaglobulinem NOS Hypoglycemia NOS Hypoglycemic coma Hypoparathyroidism Hypoplas left heart synd Hypopotassemia Hyposmolality Hypospadias Hypotension NEC Hypotension NOS Hypothermia Hypothrm-wo low env tmp Hypothyroidism NOS Hypovolemia Hypoxemia Hyprtrophc obst cardiomy Iatrogen CV infarc/hmrhg Iatrogen hypothyroid NEC Iatrogen pulm emb/infarc Iatrogenc hypotnsion NEC Iatrogenic pituitary dis Iatrogenic pneumothorax Iatrogenic thyroiditis Ice Skating Ice and snow Ice hockey Ichthyosis congenita Idio periph neurpthy NEC Idio periph neurpthy NOS Idio perph auto neur NEC Idio pulm hemosiderosis Idiopath pulmon fibrosis Idiopath sleep hypovent Idiopathic myocarditis Idiopathic osteoporosis Idiopathic scoliosis Ileostomy status Iliac artery aneurysm Iliac artery embolism Iliac thrombophlebitis Ill-define condition NEC Ill-defined eye dis NEC Ill-defined hrt dis NEC Immune mechanism dis NEC Immune mechanism dis NOS Immune thrombocyt purpra Immunity deficiency NOS Immunotherapy encounter Impacted cerumen Impaction intestine NEC Impaction intestine NOS Impair ren funct dis NEC Impaired fasting glucose Impaired oral glucse tol Impetigo Impotence, organic orign Impulse control dis NEC Impulse control dis NOS Impulsiveness Inadequate housing Incisional hernia Inclusion body myositis Incmplet bldder emptying Incompetnt cervix aff NB Incomptnce rectovag tiss Incontnce wo sensr aware Individ sports,athletics Inf ac dis encephalomyel Inf arthrit NOS-oth site Inf arthrit NOS-pelvis Inf arthritis NEC-unspec Inf arthritis NOS-shlder Inf mcr rst ot drg nt ml Inf mcr rst qn flr nt ml Inf mcrg rstn b-lactam Inf mcrg rstn oth ag mlt Inf mcrg rstn oth drg ml Inf mcrg rstn pncllins Infant diabet mother syn Infantile hemiplegia Infc mcrg drgrst mult Infc mcrg drgrst nt mult Infec otitis externa NOS Infect NOS-antepartum Infect dis NEC-antepart Infect dis NEC-del w p/p Infect dis NEC-delivered Infect dis NEC-postpart Infect fol infus/inj/vac Infect/parasite dis NOS Infected hydrocele Infected postop seroma Infection amputat stump Infection of kidney NOS Infectious diarrhea NOS Infectious enteritis NOS Infectious mononucleosis Infective myositis Infer disloc humerus-cl Infestation NEC Inflam dis, penis NEC Inflam disease of breast Inflam spondylopathy NOS Inflam/tox neuropthy NEC Inflamm polyarthrop NEC Inflamm polyarthrop NOS Inflammation eyelid NOS Inflammation of jaw Inflm cerv,vag,vulva NEC Influenza with pneumonia Infundib pulmon stenosis Ingrowing nail Iniencephaly Inj NEC caused by animal Inj abdominal vessel NEC Inj abdominal vessel NOS Inj anter tibial artery Inj brnch sup mesent art Inj celiac/mesen art NOS Inj cerv sympath nerve Inj common carotid arter Inj common femoral arter Inj cutan senso nerv/arm Inj deep plantar vessel Inj extern jugular vein Inj external carotid art Inj external genital NEC Inj head/neck vessel NEC Inj head/neck vessel NOS Inj hypogastric artery Inj infer vena cava NOS Inj innomin/subclav art Inj innomin/subclav vein Inj int mammary art/vein Inj intercostal art/vein Inj internal carotid art Inj internl jugular vein Inj mesenteric vess NEC Inj mlt head/neck vessel Inj mult abd/pelv vessel Inj mult nerve shldr/arm Inj nerve pelv/leg NOS Inj nerve root/plex NOS Inj nerve shldr/arm NEC Inj nerve shldr/arm NOS Inj optic nerv/path NOS Inj pelv org NEC-postpar Inj post tibial artery Inj posterior tib nerve Inj pulmonary vessel NOS Inj super mesenteric art Inj superf nerv head/nck Inj superfic femoral art Inj superior vena cava Inj thoracic vessel NOS Injuries to scalp NEC Injury abdominal aorta Injury abducens nerve Injury arm vessel NOS Injury arm vessels NEC Injury axillary artery Injury brachial vessels Injury cranial nerve NEC Injury digital nerve Injury femoral nerve Injury femoral vein Injury finger vessels Injury gastric artery Injury hepatic artery Injury hypoglossal nerve Injury iliac artery Injury iliac vein Injury leg vessel NOS Injury leg vessels NEC Injury median nerve Injury mlt site/site NEC Injury oculomotor nerve Injury of abdomen NEC Injury of chest wall NEC Injury palmar artery Injury peroneal nerve Injury popliteal artery Injury popliteal vein Injury portal vein Injury pulmonary artery Injury pulmonary vein Injury radial nerve Injury radial vessels Injury renal artery Injury renal vein Injury saphenous vein Injury splenic artery Injury splenic vein Injury thoracic aorta Injury tibial vessel NOS Injury to acoustic nerve Injury to facial nerve Injury to mult nerves Injury to nerve NEC Injury to nerve NOS Injury ulnar nerve Injury ulnar vessels Injury-NEC Injury-NOS Injury-burn, fire Injury-cut instrument Injury-extreme cold Injury-firearm NEC Injury-firearm/expl NOS Injury-handgun Injury-hanging Injury-jump NEC Injury-jump fm natur sit Injury-jump fm residence Injury-jump fm struc NEC Injury-motor veh crash Injury-moving object Injury-site NOS Injury-strang/suff NEC Injury-submersion Insect bite head Insect bite hip & leg Insect bite hip/leg-inf Insect bite shld/arm-inf Insect bite trunk Insomn w sleep apnea NOS Insomnia NOS Instantaneous death Instrmnt fail in surgery Instrmnt fail-catheteriz Instrmnt fail-perfus NEC Instrmnt fail-proced NEC Insulin pump status Int hemorrhoid w/o compl Int hemrrhoid w comp NEC Int inf clstrdium dfcile Int inf e coli entrhmrg Int inf norwalk virus Int inf oth grm neg bctr Int infec campylobacter Int thrombos hemorrhoid Intellect disability NOS Intermed coronary synd Intermit heterotrop NOS Intermitt explosive dis Internal inj NOS-closed Internal injury NOS-open Internucl ophthalmopleg Interrupt of aortic arch Interstitial emphysema Intertrochanteric fx-cl Intes infec adenovirus Intes infec rotavirus Intest malabsorption NEC Intest malabsorption NOS Intest postop nonabsorb Intestin TB NEC-histo dx Intestinal abscess Intestinal adhes w obstr Intestinal anomaly NEC Intestinal bypass status Intestinal disorder NOS Intestinal disorders NEC Intestinal endometriosis Intestinal fistula Intestinal fixation anom Intestinal obstruct NEC Intestinal obstruct NOS Intestinovesical fistula Intra-abdom inj NEC-clos Intra-abdom inj NEC-open Intra-abdom inj NOS-clos Intra-abdom inj NOS-open Intracerebral hemorrhage Intracranial abscess Intracranial hemorr NOS Intramural leiomyoma Intraspinal abscess Intrathorac inj NEC-open Intrathorac inj NOS-open Intrathoracic inj NEC-cl Intrauter death-deliver Intussusception Invers uterus-postpart Iodine hypothyroidism Iridocyclitis NOS Iris/ciliary dis NOS Iron defic anemia NEC Iron defic anemia NOS Irradiation cystitis Irreg sleep-wake rhy NOS Irregular menstruation Irritable bowel syndrome Ischemic optic neuropthy Isolated/spec phobia NEC Jaundice NOS Jaw disease NEC Jaw disease NOS Jaw pain Joint dis NEC-l/leg Joint dis NEC-pelvis Joint dis NOS-l/leg Joint dis NOS-unspec jt Joint effusion-ankle Joint effusion-forearm Joint effusion-hand Joint effusion-l/leg Joint effusion-mult jts Joint effusion-pelvis Joint effusion-shlder Joint effusion-up/arm Joint pain-ankle Joint pain-forearm Joint pain-hand Joint pain-l/leg Joint pain-mult jts Joint pain-pelvis Joint pain-shlder Joint pain-unspec Joint pain-up/arm Joint replaced hip Joint replaced knee Joint replaced shoulder Joint replaced wrist Joint symptom NEC-l/leg Joint symptom NEC-pelvis Jt contracture-ankle Jt contracture-forearm Jt contracture-hand Jt contracture-jt NEC Jt contracture-l/leg Jt contracture-mult jts Jt contracture-pelvis Jt contracture-unspec Jt contracture-up/arm Jt derangement NEC-ankle Jt derangement NEC-hand Jt derangement NOS-ankle Jt derangment NEC-oth jt Jt derangment NOS-pelvis Jt derangment NOS-shlder Jt stiffness NEC-hand Jt stiffness NEC-oth jt Jt stiffness NEC-unspec Juv osteochondros pelvis Juv osteochondros spine Juv osteochondrosis arm Juv osteochondrosis foot Juv osteochondrosis leg Juv rheum arthritis NOS K. pneumoniae pneumonia Kaposi's sarcoma NOS Keloid scar Keratitis NEC Keratitis NOS Keratoderma, acquired Kidney anomaly NEC Kidney disruption-closed Kidney disruption-open Kidney hematoma-closed Kidney hematoma-open Kidney injury NOS-closed Kidney injury NOS-open Kidney laceration-closed Kidney laceration-open Kidney transplant status Klebsiella pneumoniae Klinefelter's syndrome Klippel-feil syndrome Knife/sword/dagger acc Kugelberg-welander dis Kwashiorkor Kyphosis NEC Kyphosis NOS Kyphosis in oth dis Labyrinthitis NOS Lac eyelid inv lacrm pas Lac eyelid skn/perioculr Lacer of cervix-postpart Lacerat of cervix-deliv Lack norm physio dev NOS Lack of adequate sleep Lack of coordination Lack of housing Lacrimal syst dis NOS Lagophthalmos NOS Lap surg convert to open Large cell lymph multip Large cell lymph xtrndl Large cell lymphoma head Laryngeal cellulitis Laryngeal spasm Laryngeal web Laryngotrach anomaly NEC Lat popliteal nerve les Late ef CV dis dysphagia Late ef CV dis-cognf def Late ef-hemiplga non-dom Late ef-hemplga dom side Late ef-hemplga side NOS Late ef-mplga up lmb NOS Late ef-mplga up lmb dom Late ef-spch/lang df NEC Late ef-spch/lng def NOS Late eff CV dis-aphasia Late eff CV dis-apraxia Late eff CV dis-dysphsia Late eff CV-dysarthria Late eff CV-fluency dis Late eff acc poisoning Late eff accident NEC Late eff accident NOS Late eff accidental fall Late eff bone & joint TB Late eff burn extrem NEC Late eff cert ext cause Late eff cns abscess Late eff complic trauma Late eff drug poisoning Late eff environment acc Late eff exter cause NEC Late eff femoral neck fx Late eff fire acc Late eff head/neck burn Late eff infect dis NEC Late eff inj periph vess Late eff inj-undet circ Late eff int inj abdomen Late eff int injur chest Late eff int injury NEC Late eff motor vehic acc Late eff of self-injury Late eff open wnd extrem Late eff spinal cord inj Late eff spine/trunk fx Late eff surg/med compl Late eff transport acc Late eff traumat amputat Late eff viral encephal Late eff-legal intervent Late effct cmplcatn preg Late effec skull/face fx Late effect CV dis NEC Late effect CV dis NOS Late effect acute polio Late effect arm fx Late effect assault Late effect dislocation Late effect fracture NEC Late effect injury NOS Late effect leg fx Late effect of burns NEC Late effect of contusion Late effect of crushing Late effect of radiation Late effect tb, resp/NOS Late effect, terrorism Late metab acidosis NB Late syphilis NOS Late syphilis latent Latent nystagmus Latent syphilis NOS Lateral epicondylitis Laxity of ligament Lcl inf dt cen ven cth Left bb block NEC Left bb hemiblock Left heart failure Leg ab w compl NEC-comp Leg ab w pelv damag-comp Leg abor w pelv inf-comp Leg varicosity w inflam Leg varicosity w ulcer Legal abor w hemorr-comp Legal abort uncompl-comp Legal abort uncompl-unsp Legal abort w hemorr-inc Legal abort w shock-comp Legal blindness-usa def Legal circumstances Legal intervent-firearm Legal intervention NEC Legal intervention NOS Legionnaires' disease Leishmaniasis NOS Lens prosthesis malfunc Lens replacement NEC Leprosy NOS Letterer-siwe dis thorax Leuk NOS w/o achv rmsn Leukemia NOS w remission Leukemoid reaction Leukocytopenia NOS Leukocytosis NOS Leukodystrophy Leukoplakia oral mucosa Lftsded ulcertve colitis Lichen NOS Lichen planus Lichenification Lifting machine accident Light-for-dates <500g Lipidoses Lipodystrophy Lipoid metabol dis NEC Lipoid metabol dis NOS Lipoma NEC Lipoma NOS Lipoma intra-abdominal Lipoma intrathoracic Lipoma skin NEC Lipoma skin face Lipoma spermatic cord Lipoprotein deficiencies Listeriosis Liver disorder NOS Liver disorders NEC Liver donor Liver hematom/contus-opn Liver hematoma/contusion Liver injury NEC-closed Liver injury NEC-open Liver injury NOS-closed Liver lacerat unspcf cls Liver lacerat unspcf opn Liver lacerat, major-opn Liver lacerat, minor-opn Liver lacerat, mod-open Liver laceration, major Liver laceration, minor Liver laceration, mod Liver transplant status Liver/bil trct disr-ante Liver/bil trct disr-del Lk rtctl unsp xtrndl org Lng use antiplte/thrmbtc Loc osteoart NOS-forearm Loc osteoarth NOS-ankle Loc osteoarth NOS-hand Loc osteoarth NOS-l/leg Loc osteoarth NOS-pelvis Loc osteoarth NOS-shlder Loc osteoarth NOS-unspec Loc prim osteoart-l/leg Loc prim osteoart-pelvis Local skin infection NEC Local skin infection NOS Local suprficial swellng Localized adiposity Locked-in state Long QT syndrome Long-term anti-inflamtry Long-term use antibiotic Long-term use anticoagul Long-term use meds NEC Long-term use of aspirin Long-term use of insulin Long-term use steroids Longitud defic arm NEC Longitud defic phalanges Longitud defic radius Longitudin defic fibula Loose body in knee Loose body-pelvis Lordosis NEC Loss control mv acc-driv Loss control mv acc-psgr Loss control mv-mcyc psg Loss control mv-mocycl Loss control mv-pers NOS Loss of teeth d/t trauma Loss teeth d/t peri dis Low blood press reading Low grde myelody syn les Low tension glaucoma Low vision, one eye Lower extremity aneurysm Lower extremity embolism Lower leg injury NOS Lower limb anomaly NEC Lower limb anomaly NOS Lower urin calcul NOS Lt ef oth paral side NOS Lt ef oth parals non-dom Lt ef oth parals-bilat Lt eff intracranial inj Lt eff nerv inj pelv/leg Lt eff nerv inj shld/arm Lt eff opn wnd head/trnk Lt-date w/mal 1500-1749g Lt-date w/mal 2000-2499g Lt-for-dates 1000-1249g Lt-for-dates 1250-1499g Lt-for-dates 1500-1749g Lt-for-dates 1750-1999g Lt-for-dates 2000-2499g Lt-for-dates 2500+g Lt-for-dates 500-749g Lt-for-dates 750-999g Lte ef-mplga low lmb NOS Lte efct advrs efct drug Lumb disc dis w myelopat Lumb/lumbosac disc degen Lumbago Lumbar disc displacement Lumbar puncture reaction Lumbosacr spondylolysis Lumbosacral neuritis NOS Lumbosacral plex injury Lumbosacral spondylosis Lump or mass in breast Lung - kaposi's sarcoma Lung anomaly NEC Lung anomaly NOS Lung contusion-closed Lung contusion-open Lung injury NOS-closed Lung injury NOS-open Lung involv in oth dis Lung laceration-closed Lung laceration-open Lung transplant status Lupus erythematosus Lym nds - kpsi's sarcoma Lyme disease Lymph/hematpoitc tis NEC Lymphadenitis NOS Lymphangioleiomyomatosis Lymphangioma, any site Lymphangitis Lymphocytic choriomening Lymphocytopenia Lymphocytosis-symptomatc Lymphomas NEC abdom Lymphomas NEC head Lymphomas NEC inguin Lymphomas NEC mult Lymphomas NEC spleen Lymphomas NEC thorax Lymphosarcoma head Lymphosarcoma mult Lymphsrc unsp xtrndl org MRSA elsewhere/NOS MRSA septicemia Machine accid-agricult Machine dependence NEC Machine dependence NOS Machinery accident NEC Macrodactylia (fingers) Macroglobulinemia Macrostomia Macular degeneration NOS Maj puer inf NOS-del p/p Major osseous defects Major puerp inf NOS-p/p Mal carcinoid bronc/lung Mal carcnoid foregut NOS Mal crcnd prim site unkn Mal hy ht/kd I-IV w/o hf Mal hy kid w cr kid I-IV Mal hyp ht dis w/o hf Mal hyp ht/kd I-IV w hf Mal hyp ht/kd stg V w hf Mal hyp kid w cr kid V Mal hypert hrt dis w hf Mal melanom face NEC/NOS Mal melanoma scalp/neck Mal neo GI tract ill-def Mal neo access sinus NEC Mal neo access sinus NOS Mal neo adnexa NEC Mal neo ampulla of vater Mal neo ant 2/3 tongue Mal neo ant epiglottis Mal neo ant floor mouth Mal neo ant mediastinum Mal neo bladder neck Mal neo bladder-anterior Mal neo bladder-dome Mal neo bladder-lateral Mal neo bladder-post Mal neo bladder-trigone Mal neo brain stem Mal neo breast low-inner Mal neo breast low-outer Mal neo breast up-outer Mal neo bronch/lung NEC Mal neo bronch/lung NOS Mal neo carotid body Mal neo cartilage larynx Mal neo cereb ventricle Mal neo cerebellum NOS Mal neo cerebral mening Mal neo cervical esophag Mal neo cervix uteri NOS Mal neo cheek mucosa Mal neo cranial nerves Mal neo descend colon Mal neo esophagus NEC Mal neo esophagus NOS Mal neo ethmoidal sinus Mal neo extrahepat ducts Mal neo fallopian tube Mal neo female genit NEC Mal neo gi/intra-abd NEC Mal neo head/face/neck Mal neo hepatic flexure Mal neo hypopharynx NEC Mal neo hypopharynx NOS Mal neo intrahepat ducts Mal neo islet langerhans Mal neo lip/vermil NOS Mal neo liver, primary Mal neo long bones leg Mal neo lower 3rd esoph Mal neo lower lobe lung Mal neo lower vermilion Mal neo lymph intra-abd Mal neo lymph node NOS Mal neo lymph node-mult Mal neo lymph-axilla/arm Mal neo lymph-head/neck Mal neo lymph-inguin/leg Mal neo lymph-intrapelv Mal neo lymph-intrathor Mal neo male breast NEC Mal neo maxillary sinus Mal neo mediastinum NEC Mal neo mediastinum NOS Mal neo middle 3rd esoph Mal neo middle lobe lung Mal neo mouth floor NEC Mal neo mouth floor NOS Mal neo nasopharynx NEC Mal neo nasopharynx NOS Mal neo occipital lobe Mal neo oral/pharynx NEC Mal neo oropharynx NEC Mal neo pancreas body Mal neo pancreas head Mal neo pancreas tail Mal neo pancreatic duct Mal neo parietal lobe Mal neo parietal pleura Mal neo peritoneum NEC Mal neo peritoneum NOS Mal neo pharynx NOS Mal neo post mediastinum Mal neo post nasopharynx Mal neo post oropharynx Mal neo pyloric antrum Mal neo pyriform sinus Mal neo rectosigmoid jct Mal neo rectum/anus NEC Mal neo retroperitoneum Mal neo ribs/stern/clav Mal neo salivary NOS Mal neo sigmoid colon Mal neo skull/face bone Mal neo small bowel NEC Mal neo small bowel NOS Mal neo soft tis abdomen Mal neo soft tis pelvis Mal neo soft tis thorax Mal neo soft tissue NEC Mal neo soft tissue arm Mal neo soft tissue head Mal neo soft tissue leg Mal neo spinal cord Mal neo splenic flexure Mal neo stom great curv Mal neo stom lesser curv Mal neo stomach body Mal neo stomach cardia Mal neo stomach fundus Mal neo temporal lobe Mal neo thoracic esophag Mal neo tongue base Mal neo tonsillar fossa Mal neo transverse colon Mal neo upper 3rd esoph Mal neo upper lobe lung Mal neo upper vermilion Mal neo urinary NEC Mal neopl trunk NOS Mal renovasc hypertens Malaise and fatigue NEC Malaria NEC Malaria NOS Malaria complicated NEC Malayan filariasis Male gen inflam dis NEC Male gen vascul dis NEC Male genital dis NEC Male genital dis NOS Malfun neuro device/graf Malfunc card dev/grf NEC Malfunc cardiac pacemake Malfunc coron bypass grf Malfunc gu dev/graft NEC Malfunc oth device/graft Malfunc prosth hrt valve Malfunc urethral cath Malfunc vasc device/graf Malig carcinoid ileum Malig carcinoid oth site Malig carcinoid rectum Malig melanoma arm Malig melanoma leg Malig melanoma lip Malig melanoma skin NEC Malig melanoma skin NOS Malig melanoma trunk Malig neo abdomen Malig neo ascend colon Malig neo biliary NEC Malig neo biliary NOS Malig neo bladder NEC Malig neo bladder NOS Malig neo brain NEC Malig neo brain NOS Malig neo cervix NEC Malig neo corpus uteri Malig neo disseminated Malig neo endocervix Malig neo frontal lobe Malig neo gallbladder Malig neo gum NOS Malig neo hard palate Malig neo lower gum Malig neo main bronchus Malig neo oropharynx NOS Malig neo pancreas NEC Malig neo pancreas NOS Malig neo parathyroid Malig neo parotid Malig neo penis NOS Malig neo pituitary Malig neo renal pelvis Malig neo site NEC Malig neo soft palate Malig neo subglottis Malig neo supraglottis Malig neo testis NEC Malig neo tongue NEC Malig neo tongue NOS Malig neo upper gum Malig neo vertebrae Malig neopl anal canal Malig neopl kidney Malig neopl pleura NEC Malig neopl pleura NOS Malig neopl stomach NEC Malig neopl stomach NOS Malig neopl uterus NOS Malig neoplasm mouth NEC Malig neuroendo ca NOS Malign neopl adrenal Malign neopl breast NEC Malign neopl breast NOS Malign neopl cerebrum Malign neopl choroid Malign neopl ovary Malign neopl pelvis Malign neopl prostate Malign neopl retina Malign neopl thorax Malign neopl thyroid Malign neopl ureter Malign neopl urethra Malign neopl vagina Malign neopl vallecula Malign neopl vulva NOS Malignant ascites Malignant hypertension Malignant hyperthermia Malignant neo anus NOS Malignant neo appendix Malignant neo colon NEC Malignant neo colon NOS Malignant neo glottis Malignant neo larynx NEC Malignant neo larynx NOS Malignant neo liver NOS Malignant neo palate NOS Malignant neo pylorus Malignant neo trachea Malignant neopl duodenum Malignant neopl heart Malignant neopl jejunum Malignant neopl rectum Malignant neopl thymus Malignant neopl tonsil Malignant neoplasm NOS Malignant neoplasm cecum Malignant neoplasm ileum Malignant otitis externa Malignant pleural effusn Mallory-weiss syndrome Malnutrition mild degree Malnutrition mod degree Malocclusion NOS Malpos/dispro NEC aff NB Malposition of heart Malunion of fracture Mammographic microcalcif Mandible fx NOS-closed Mandible fx NOS-open Mantle cell lym xtrrndl Mantle cell lymph multip Mantle cell lymph spleen Mantle cell lymph thorax Marfan syndrome Margin zone lym abdom Margin zone lymph spleen Margnl zone lym xtrndl Mastodynia Mastoiditis NOS Mat anesth/analg aff NB Mat anticonv aff NB/fet Mat cocaine aff NB/fet Matern compl NEC aff NB Matern hyperten aff NB Matern hypoten syn-deliv Matern narc aff NB/fetus Matern urine dis aff NB Maternal DES af NB/fetus Maternal cond NEC aff NB Maternal infec aff NB Mch cmp autm mplnt dfbrl Mech com orth dev NEC Mech com pros jt implant Mech comp esophagostomy Mech comp respirator Mech loosening pros jt Meckel's diverticulum Meconium asp w resp symp Meconium dur del aff NB Meconium obstruction Meconium staining Med exam NEC-admin purp Median nerve lesion NEC Mediastinitis Mediastinum disease NEC Medical misadventure NEC Medical misadventure NOS Medullary sponge kidney Megacolon NEC Megaloblastic anemia NEC Membranoprolif nephr NOS Membranoprolif nephrosis Membranous nephritis NOS Memory loss Meniere's disease NOS Mening in oth bact dis Mening in oth viral dis Meningismus Meningitis NOS Meningitis oth spcf bact Meningococc pericarditis Meningococcal meningitis Meningococcemia Menopausal disorder NEC Menopausal disorder NOS Menstrual disorder NEC Menstrual disorder NOS Mental dis-deliv w p/p Mental disor NEC oth dis Mental disor NOS oth dis Mental disorder-antepart Mental disorder-deliver Mental disorder-postpart Meralgia paresthetica Merkel cell ca-oth sites Metabolic cardiomyopathy Metabolic encephalopathy Metabolism disorder NEC Metabolism disorder NOS Metalworking machine acc Metatarsus varus Meth res pneu d/t Staph Meth resis Staph carrier Meth sus pneum d/t Staph Meth susc Staph aur sept Meth susc Staph carrier Methemoglobinemia Metrorrhagia Mgkrycyt leuk in relapse Mgrn NOS w ntrc w st mgr Mgrn unsp w ntrc mgr std Mgrn w aura wo ntrc mgrn Microcephalus Microgenia Microglossia Microscopic hematuria Microtia Migrne unsp wo ntrc mgrn Mild cognitive impairemt Mild dysplasia of cervix Mild hyperemesis-antepar Mild intellect disabilty Mild nonprolf db retnoph Mild/NOS preeclamp-antep Mild/NOS preeclamp-deliv Mild/NOS preeclamp-p/p Mild/mod birth asphyxia Miliary TB NEC-unspec Miliary TB NOS-cult dx Miliary TB NOS-histo dx Miliary TB NOS-oth test Miliary TB NOS-unspec Mineral deficiency NEC Mineralcorticoid defcnt Miosis not d/t miotics Missed abortion Mitr/aortic mult involv Mitral insuf/aort stenos Mitral stenos/aort insuf Mitral stenosis Mitral stenosis w insuff Mitral valve dis NEC/NOS Mitral valve disorder Mitral/aortic stenosis Mitral/aortic v dis NOS Mitral/aortic val insuff Mixed acid-base bal dis Mixed hearing loss,bilat Mixed hearing loss,unilt Mixed hyperlipidemia Mixed incontinence Mlg mast unsp xtrndl org Mlt opn wnd shldr w tend Mningts gram-neg bct NEC Mnplg upr lmb nondmnt sd Mod intellect disability Mod nonprolf db retinoph Molluscum contagiosum Monoarthritis NOS-l/leg Monoclon paraproteinemia Monocytosis-symptomatic Mononeuritis NOS Mononeuritis arm NEC Mononeuritis arm NOS Mononeuritis leg NOS Mononeuritis multiplex Monoplegia NOS Monplga lwr lmb dmnt sde Monplga lwr lmb unsp sde Monplga upr lmb dmnt sde Monplga upr lmb unsp sde Monteggia's fx-closed Monteggia's fx-open Mood disorder other dis Morbid obesity Mouth anomaly NEC Moyamoya disease Mth sus Stph aur els/NOS Mucopur conjunctivit NEC Mucosits d/t antineo rx Mult congen anomal NEC Mult cranial nerve palsy Mult crushing injury arm Mult endo neoplas type I Mult fx mandible-closed Mult fx mandible-open Mult fx metacarpus-close Mult fx metacarpus-open Mult gest malpres-deliv Mult mye w/o achv rmson Mult myelm w remission Mult myeloma in relapse Mult opn wnd should-comp Mult pregnancy aff NB Multiple contusion arm Multiple contusion trunk Multiple contusions NEC Multiple fx hand-closed Multiple fx hand-open Multiple sclerosis Multisystem toxoplasmos Musc disuse atrophy NEC Muscle disorders NEC Muscle weakness-general Muscle/ligament dis NEC Muscle/ligament dis NOS Muscskel sympt limb NEC Musculoskel anom NEC/NOS Mv acc board/alight-driv Mv acc board/alight-psgr Mv board/alight-pers NEC Mv coll NOS-mcycl psngr Mv coll NOS-ped cycl Mv coll w obj-ped cycl Mv coll w oth obj-driver Mv coll w oth obj-mocycl Mv coll w oth obj-pasngr Mv coll w ped-anim rid Mv coll w ped-ped cycl Mv coll w pedest-driver Mv coll w pedest-motcycl Mv coll w pedest-pasngr Mv coll w pedest-pedest Mv collis NOS-motorcycl Mv collis NOS-pers NOS Mv collision NOS-driver Mv collision NOS-pasngr Mv collision NOS-pedest Mv n-traf acc NEC-mocycl Mv n-traff NEC-pedest Mv n-traff NEC-pers NEC Mv n-traff NEC/NOS-psgr Mv n-traff acc NEC-driv Mv traff acc NEC-driver Mv traff acc NEC-mocycl Mv traff acc NEC-pasngr Mv traff acc NEC-pedest Mv traff acc-pers NEC Mv traff acc-pers NOS Mv-oth veh coll-driver Mv-oth veh coll-mcyc psg Mv-oth veh coll-motcycl Mv-oth veh coll-pasngr Mv-oth veh coll-ped cycl Mv-oth veh coll-pers NEC Myalgia and myositis NOS Myasthenia in oth dis Myasthna gravs w ac exac Mycobacterial dis NEC Mycobacterial dis NOS Mycoses NEC & NOS Mycosis fungoides abdom Mycosis fungoides head Mycosis fungoides mult Mycosis fungoides thorax Mycotic corneal ulcer Mycotic mycetomas Mycs fng unsp xtrndl org Mydriasis not d/t mydrtc Myelitis cause NEC Myelodysplastic synd NOS Myelodyspls syn w 5q del Myelofi w myelo metaplas Myelofibrosis Myelopathy NEC Myelopathy in oth dis Myelophthisis Myl sarcoma wo achv rmsn Myocardial degeneration Myocarditis NOS Myoclonus Myogenic ptosis Myoglobinuria Myoneural disorders NEC Myoneural disorders NOS Myopathies NEC Myopathy NOS Myopathy in endocrin dis Myopia Myotonia congenita Myotonic musclr dystrphy Mysthna grvs w/o ac exac N-traf board/alight-driv N-traf board/alight-psgr N-traf brd/alight-mocycl N-traf brd/alit-pers NEC N-traf brd/alit-pers NOS NB GI hemorrhage NB acidosis NEC NB asp w resp symp NEC NB atelectasis NEC/NOS NB cardiac arrest NB cereb irrit NEC/NOS NB cold injury syndrome NB cutaneous hemorrhage NB drug withdrawal syndr NB fetal blood loss NEC NB hemolyt dis-abo isoim NB hemolyt dis-isoim NEC NB hemolyt dis:rh isoimm NB hemorrhagic disease NB hypothermia NEC NB hypoxia NB integument cond NEC NB integument cond NOS NB interstit emphysema NB intraven hem NOS NB intraven hem,grade i NB intraven hem,grade ii NB intraven hem,grade iv NB intravn hem,grade iii NB obs genetc/metabl cnd NB obsrv oth suspct cond NB obsrv suspct infect NB obsrv suspct neurlgcl NB pulmonary hemorrhage NB respiratory arrest NB respiratory cond NOS NB septicemia [sepsis] NB subarachnoid hemorr NB temp regulat dis NEC NB transitory tachypnea NB urinary tract infectn Nail anomalies NEC Narcissistic personality Narclpsy w/o cat oth dis Narcolepsy w cataplexy Narcolepsy w/o cataplexy Nasal & sinus dis NEC Nasal bone fx-closed Nasal bone fx-open Nasal mucositis (ulcer) Nasal polyp NOS Nasal sinus polyp NEC Nausea alone Nausea with vomiting Nd other specf vacnation Nd vac hmophlus inflnz b Nd vac strp pnumn/inflnz Nd vac strptcs pneumni b Ndlr lym unsp xtrndl org Ndr sclr unsp xtrndl org Necrosis of artery Necrotizing fasciitis Need prphyl vc vrl hepat Neonat diabetes mellitus Neonat endo/met dis NEC Neonat jaund in oth dis Neonat jaund preterm del Neonatal bradycardia Neonatal candida infect Neonatal conjunctivitis Neonatal dehydration Neonatal hemorrhage NEC Neonatal hypoglycemia Neonatal nasolacrml obst Neonatal neutropenia Neonatal tachycardia Neonatal thrombocytopen Neonatal thyrotoxicosis Neoplasm other sites NOS Neoplasm related pain Nephritis NEC Nephritis NOS Nephritis NOS in oth dis Nephrogen diabetes insip Nephrotic syn in oth dis Nephrotic syn, prolifer Nephrotic syndrome NEC Nephrotic syndrome NOS Nerve/musculskel sym NEC Nervous syst complc NOS Nervous system anom NEC Nervous system anom NOS Neural hearng loss,bilat Neuralgia/neuritis NOS Neurofibromatosis NOS Neurofibromatosis typ II Neurofibromatosis type I Neurogenic bladder Neurogenic bladder NOS Neurogenic bowel Neurohypophysis dis NEC Neuroleptic malgnt synd Neurologic neglect syndr Neuromyelitis optica Neuropathy due to drugs Neuropathy in diabetes Neuropathy in malig dis Neuropathy in other dis Neurosyphilis NOS Neurpthy in col vasc dis Neurpthy toxic agent NEC Neutropenia NEC Neutropenia NOS Neutropenia d/t infectn Nevus, non-neoplastic No family able to care No med facilities NEC No proc for reasons NEC No proc/contraindication No proc/patient decision No vaccin-caregiv refuse No vaccination-pt refuse Nocturia Nod prostate w ur obst Nod prostate w/o ur obst Nodular lymphoma abdom Nodular lymphoma head Nodular lymphoma inguin Nodular lymphoma mult Nodular lymphoma pelvic Non-healing surgcl wound Nonauto hem anemia NOS Noncmplnt w renal dialys Nonexudat macular degen Noninf gastroenterit NEC Noninfect dis pinna NEC Noninfect lymph dis NEC Noninfect vag leukorrhea Noninfl dis ova/adnx NEC Noninfl dis ova/adnx NOS Noninflam dis vagina NEC Noninflam dis vulva NEC Noninflam dis vulva NOS Nonorganic sleep dis NEC Nonprolf db retnoph NOS Nonpsychot brain syn NOS Nonpsychotic disord NOS Nonpyogen thrombos sinus Nonpyogenic meningitis Nonrheum tricusp val dis Nonrupt cerebral aneurym Nonsp abn fd-bilry tract Nonsp abn fd-skull/head Nonsp abn find-body NEC Nonsp abn find-gi tract Nonsp abn find-gu organs Nonsp abn find-ms system Nonsp abn fnd-abdom area Nonsp abn intrathor NEC Nonsp positive cult NEC Nonsp rea gma interferon Nonsp rea skn test wo tb Nonspecif skin erupt NEC Nonsupp otitis media NOS Nonteratogenic anom NEC Nontox multinodul goiter Nontox nodul goiter NOS Nontox uninodular goiter Nontraum comp syn-low ex Nontraum comp syn-up ext Nontraum extradural hem Nontraum muscle rupture Nontrauma comp syn-abd Nontrauma hema soft tiss Nonunion of fracture Nonvenom arthropod bite Norml pressure hydroceph Nose anomaly NEC Nox sub NEC aff NB/fetus Nox sub NOS aff NB/fetus Nutrition deficiency NEC Nutrition deficiency NOS Nutrition optc neuropthy Nutritional anemia NEC Nutritional marasmus Nystagmus NEC Nystagmus NOS Ob inj pelv org NEC-del Ob pyemic embol-antepart Ob surg comp NEC-postpar Ob surg compl-del w p/p Ob trauma NEC-del w p/p Obesity NOS Obesity hypovent synd Obesity-antepartum Obesity-postpartum Obj w-w/o sub fall NEC Objective tinnitus Obs chr bronc w ac bronc Obs chr bronc w(ac) exac Obs dfct ren plv&urt NOS Observ-accident NEC Observ-inflicted inj NEC Obsessive-compulsive dis Obsrv NB suspc resp cond Obst chr bronc w/o exac Obst def ren plv&urt NEC Obstetric shock-deliver Obstetric shock-postpart Obstr incisional hernia Obstr ventral hernia NEC Obstr ventral hernia NOS Obstruc/fet malpos-deliv Obstruct heart anom NEC Obstruction gallbladder Obstruction of bile duct Obstructiv hydrocephalus Obstructive sleep apnea Ocl art NOS w infrct Ocl bslr art w infrct Ocl bslr art wo infrct Ocl crtd art w infrct Ocl crtd art wo infrct Ocl mlt bi art w infrct Ocl mlt bi art wo infrct Ocl spcf art w infrct Ocl spcf art wo infrct Ocl vrtb art w infrct Ocl vrtb art wo infrct Ocular lac w/o prolapse Ocular lacera w prolapse Oil/essence pneumonitis Old FB in soft tissue Old detachment, partial Old detachment, total Old disrupt post cruciat Old hyperten NEC-postpar Old myocardial infarct Olecranon bursitis Oligohydramnios aff NB Oligohydramnios-deliver Oliguria & anuria Omphalitis of newborn Onychia of finger Onychia of toe Op skl base fx-deep coma Op skl base fx-prol coma Op skl base fx/cereb lac Op skl base fx/menin hem Op subarach hem-brf coma Op subarach hem-coma NOS Op subarach hem-deep com Open skull base fracture Open skull fracture NEC Open subdur hem w/o coma Open wnd face NEC-compl Open wnd face NOS-compl Open wnd finger w tendon Open wnd forearm w tendn Open wnd forehead-compl Open wnd head NEC-compl Open wnd hip/thigh-compl Open wnd knee/leg-compl Open wnd knee/leg/ankle Open wnd nas sinus-compl Open wnd nose NOS-compl Open wnd trunk NEC-compl Open wnd up arm w tendon Open wnd upper arm-compl Open wound arm mult/NOS Open wound axilla-compl Open wound back-compl Open wound breast-compl Open wound buccal mucosa Open wound cheek-compl Open wound chest-compl Open wound elbow-complic Open wound finger-compl Open wound foot w tendon Open wound foot-compl Open wound forearm-compl Open wound hand w tendon Open wound jaw-complicat Open wound larynx-compl Open wound lip-complicat Open wound nasal cavity Open wound nasal septum Open wound nasal sinus Open wound of auricle Open wound of axilla Open wound of back Open wound of breast Open wound of buttock Open wound of cheek Open wound of chest Open wound of cochlea Open wound of ear NEC Open wound of ear NOS Open wound of ear drum Open wound of elbow Open wound of face NEC Open wound of face NOS Open wound of finger Open wound of foot Open wound of forearm Open wound of forehead Open wound of hand Open wound of head NEC Open wound of hip/thigh Open wound of jaw Open wound of leg NEC Open wound of lip Open wound of mouth NOS Open wound of neck NEC Open wound of nose NOS Open wound of palate Open wound of penis Open wound of pharynx Open wound of scalp Open wound of scapula Open wound of shoulder Open wound of toe Open wound of trachea Open wound of trunk NEC Open wound of upper arm Open wound of vagina Open wound of wrist Open wound pharynx-compl Open wound scalp-compl Open wound site NOS Open wound thyroid gland Open wound tongue-compl Open wound trachea-compl Open wound vagina-compl Open wound vulva-compl Open wound wrist-complic Open-angle glaucoma NOS Opioid abuse-continuous Opioid abuse-episodic Opioid abuse-in remiss Opioid abuse-unspec Opioid dependence-contin Opioid dependence-episod Opioid dependence-remiss Opioid dependence-unspec Opioid/other dep-contin Opioid/other dep-episod Opioid/other dep-remiss Opioid/other dep-unspec Opn brain lac-proln coma Opn brain lacer-coma NOS Opn cerebe lac-deep coma Opn cerebel lac-mod coma Opn cortex lac-deep coma Opn cortex lacer-no coma Opn lumbar fx w cord inj Opn skl base fx w/o coma Opn skl base fx-brf coma Opn skl base fx-coma NOS Opn skl fx NEC-deep coma Opn skl fx NEC/cereb lac Opn skl vlt fx-deep coma Opn skl vlt fx/cereb lac Opn skl vlt fx/menin hem Opn skl/oth fx-deep coma Opn skl/oth fx/menin hem Opn skul base fx/hem NEC Opn skul fx NEC-brf coma Opn skul fx NEC-coma NOS Opn skul vlt fx w/o coma Opn skul vlt fx-brf coma Opn skul vlt fx-coma NOS Opn skul/oth fx-coma NOS Opn skul/oth fx-mod coma Opn skull vault fracture Opn skull vlt fx/hem NEC Opn subarach hem-concuss Opn subarach hem-no coma Opn subdur hem-brf coma Opn subdur hem-concuss Opn wnd ant abdomen-comp Opn wnd anterior abdomen Opn wnd buc mucosa-compl Opn wnd hip/thigh w tend Opn wnd knee/leg w tendn Opn wnd lat abdomen-comp Opn wnd lateral abdomen Opn wnd ocular adnex NEC Opn wnd scrot/test-compl Opn wnd shouldr w tendon Opn wnd tongue/mouth flr Opn wound auditory canal Opn wound elbow w tendon Opn wound extern ear NOS Opn wound hand-complicat Opn wound neck NEC-compl Opn wound scrotum/testes Opn wound site NOS-compl Opn wound wrist w tendon Opportunistic mycoses Opposition defiant disor Opt chiasm w pituit dis Optic atrophy NOS Optic nerve disorder NEC Optic nerve injury Optic neuritis NEC Optic neuritis NOS Oral aphthae Oral soft tissue dis NEC Orbital cellulitis Orbital disorder NOS Orbital disorders NEC Orbital edema Orbital granuloma Orbital hemorrhage Orbital myositis Orbital osteomyelitis Orchitis with abscess Orchitis/epididymit NEC Orchitis/epididymit NOS Organic hypersomnia NEC Organic sleep apnea NOS Organic writers' cramp Orofacial dyskinesia Orthopedic aftercare NEC Orthopedic aftercare NOS Orthopnea Orthostatic hypotension Ossification cerv lig Osteitis condensans Osteitis deformans NOS Osteoarthro NOS-oth site Osteoarthros NOS-ankle Osteoarthros NOS-forearm Osteoarthros NOS-hand Osteoarthros NOS-l/leg Osteoarthros NOS-pelvis Osteoarthros NOS-shlder Osteoarthros NOS-unspec Osteoarthros NOS-up/arm Osteoarthrosis-mult site Osteogenesis imperfecta Osteomalacia NOS Osteomyelit NOS-forearm Osteomyelit NOS-oth site Osteomyelitis NOS-ankle Osteomyelitis NOS-hand Osteomyelitis NOS-l/leg Osteomyelitis NOS-mult Osteomyelitis NOS-pelvis Osteomyelitis NOS-unspec Osteomyelitis NOS-up/arm Osteoporosis NEC Osteoporosis NOS Ostium primum defect Ot art emb/thrm abd aort Ot comp ot bariatrc proc Ot encph/mye ot inf else Ot nonsp ab fnd lung fld Ot pul insuf fol trm/srg Ot sp hmiplg nondmnt sde Ot sp hmiplga domnt side Ot sp hmiplga unspf side Otalgia NOS Oth abnormalt urination Oth acq limb deformity Oth adult abuse/neglect Oth coll mov obj-ped cyc Oth coll mov obj-pedest Oth coll mov obj-per NEC Oth coll stn obj-cyc psg Oth coll stn obj-per NEC Oth coll stnd obj-mocycl Oth coll stndng obj-driv Oth coll stndng obj-psgr Oth con d/t chrm anm NEC Oth cond due to sex chrm Oth curr cond-antepartum Oth curr cond-del w p/p Oth curr cond-delivered Oth curr cond-postpartum Oth dermatitis solar rad Oth digestv system comp Oth drg indcd pancytopna Oth enteroviral cns dis Oth func dsdr bladder Oth gram negatv bacteria Oth hyprtrophic cardiomy Oth imno npl wo ach rmsn Oth imnprlf neo-relapse Oth inf vena cava thromb Oth learning difficulty Oth leuk w/o achv rmsn Oth lym leu wo achv rmsn Oth lymp unsp xtrndl org Oth mononeur lower limb Oth mult lb-in hosp w cs Oth neonatal coag dis Oth nonauto hem anemia Oth nspcf finding blood Oth ob compl-deliv w p/p Oth ob compl-delivered Oth ob surg compl-postpa Oth off-road mv acc-driv Oth off-road mv acc-psgr Oth off-road mv-mocycl Oth off-road mv-ped cycl Oth off-road mv-pedest Oth off-road mv-pers NOS Oth parent-child problem Oth placent cond-deliver Oth postsurgery lordosis Oth powered aircraft acc Oth prblms rltd lfstyle Oth rd veh acc-pers NEC Oth sequela, chr liv dis Oth severe malnutrition Oth spcf cmplc procd NEC Oth spcf deformity head Oth spcf dsdr urethra Oth spcf hypoglycemia Oth spcf paralytic synd Oth spcf prph vscl anoml Oth spcf retention urine Oth spec dis viruses Oth specf bacteria Oth specf viral infectn Oth specfd viral warts Oth spf gastrt w hmrhg Oth spf gstrt w/o hmrhg Oth symptm urinary systm Oth tissue graft malfunc Oth umbil cord compress Oth unspcf nspf imun fnd Oth urinry incontinence Oth varn unsp xtrndl org Oth vehicle acc NEC Oth viral dis-delivered Oth vrl hepat w hpt coma Oth vrl hpat wo hpt coma Oth/uns inf-cen ven cath Other acq back deformity Other acute sinusitis Other air leak Other alter consciousnes Other anaerobes Other anaphylactic react Other apnea of newborn Other appendicitis Other atopic dermatitis Other back symptoms Other conduct disorder Other dsrders esophagus Other dyschromia Other esophagitis Other general symptoms Other gu neoplasm NOS Other hammer toe Other heart block Other hyperalimentation Other lung disease NEC Other lymphedema Other pancytopenia Other pneumothorax Other postop infection Other prophylac chemothr Other psoriasis Other pulmonary insuff Other quadriplegia Other sborheic keratosis Other sequelae of MI NEC Other specf TMJ disordrs Other specf dermatoses Other specfd counseling Other staphylococcus Other streptococcus Other ulcerative colitis Other viral intes infec Othr migrne wo ntrc mgrn Otitis media NOS Otogenic pain Otorrhea NEC Otorrhea NOS Otosclerosis NOS Ovarian cyst NEC/NOS Ovarian endometriosis Ovarian failure NEC Ovarian hyperfunc NEC Ovarn preg w/o intra prg Overexert reptv mvmt NEC Overflow incontinence Overweight Overxrt-sudn stren mvmt P/p coag def-del w p/p Pain in limb Pain in or around eye Painful respiration Palindrom rheum-unspec Pallor Palpitations Palsy of conjugate gaze Pancreas anomalies Pancreas injury NOS-clos Pancreas injury NOS-open Pancreas, head inj-close Pancreas, tail inj-close Pancreas, tail inj-open Pancreat cyst/pseudocyst Pancreatic disease NEC Pancreatic disease NOS Pancreatic disorder NEC Pancreatic disorder NOS Panhypopituitarism Panic dis w/o agorphobia Panniculitis of neck Panniculitis, site NEC Panniculitis, unsp site Panophthalmitis Panuveitis Pap smear anus w ASC-US Papillary muscle dis NEC Papillary muscle rupture Papilledema NOS Papilledema w decr press Papilledema w incr press Paralysis NOS Paralysis agitans Paralytic ileus Paralytic ptosis Paralytic strabismus NOS Paranoid personality Paranoid schizo-chronic Paranoid schizo-unspec Paranoid state NOS Paranoid states NEC Parapharyngeal abscess Paraphrenia Paraplegia NOS Paraproteinemia NEC Parapsoriasis Parathyroid disorder NEC Parinfluenza viral pneum Parox atrial tachycardia Parox tachycardia NOS Parox ventric tachycard Part anom pulm ven conn Part arterial occlusion Part detach-singl defec Part epil w intr epil Part epil w/o intr epil Partial edentulism NOS Partial third nerv palsy Parvovirus B19 Pasteurellosis Patau's syndrome Patellar tendinitis Patent ductus arteriosus Path fx dstl radius ulna Path fx humerus Path fx neck of femur Path fx oth spcf prt fmr Path fx oth specif site Path fx tibia fibula Path fx vertebrae Pathol dislocat-jt NEC Pathol dislocat-shlder Pauciart juv rheum arthr Pectus carinatum Pectus excavatum Ped cycl acc-ped cyclist Pedal cycle acc-pedest Pediculosis NOS Pediculus capitis Pellagra Pelv fx-clos/pelv disrup Pelv fx-open/pelv disrup Pelv perit endometriosis Pelvic congestion synd Pelvic fracture NEC-clos Pelvic fracture NEC-open Pelvic fracture NOS-clos Pelvic fracture NOS-open Pelvic hematoma-postpart Pelvic organ inj NEC-cl Pelvic organ inj NEC-opn Pelvic organ inj NOS-cl Pelvic organ inj NOS-opn Pemphigoid Pemphigus Penetr wnd orbit w/o FB Penetrat FB NEC eye Penetrat wnd orbit w FB Penile anomalies NEC Peptic ulcer NOS Perforat tympan memb NOS Perforation gallbladder Perforation of bile duct Perforation of esophagus Perforation of intestine Periapical abscess Pericardial disease NEC Pericardial disease NOS Perichondritis pinna NOS Perinat GI sys dis NEC Perinat GI sys dis NOS Perinat jaund:hemolysis Perinatal chr resp dis Perinatal condition NEC Perinatal condition NOS Perinatal infection NEC Perinatal intest perfor Periodic paralysis Periodontal disease NEC Periodontosis Peripartum card-postpart Peripartum cardiomy-del Periph T cell lym multip Periph T cell lym xtrndl Periph vascular dis NEC Periph vascular dis NOS Peripheral vertigo NEC Peripheral vertigo NOS Periprosthetc fx-pros jt Periprosthetc osteolysis Peritoneal abscess Peritoneal adhesions Peritoneal disorder NEC Peritoneal effusion Peritoneum injury-closed Peritoneum injury-open Peritonitis (acute) gen Peritonitis NEC Peritonitis NOS Peritonitis in infec dis Peritonsillar abscess Perivent leukomalacia Pernicious anemia Peroneal muscle atrophy Persist hyperplas thymus Persist postop fistula Persistent fetal circ Persistent insomnia Persistent vegtv state Persistent vomiting Persn w feared complaint Person feigning illness Personal history UTI Personal history of fall Personal histry malaria Personal hygiene NEC Personality chg oth dis Personality disorder NOS Personl hx infection CNS Pervasv dev dis-cur NEC Pervasv dev dis-cur NOS Petit mal status Peyronie's disease Phantom limb (syndrome) Pharyngeal anomaly NEC Phlbts deep vn up extrm Phlbts sprfc vn up extrm Phlbts vn NOS up extrm Phlebitis intrcran sinus Photokeratitis Physical restrain status Pica Pigment epitheliopathy Pigment retina dystrophy Pilonidal cyst w abscess Pilonidal cyst w/o absc Pituitary disorder NEC Pituitary disorder NOS Pituitary dwarfism Pityriasis NEC & NOS Pityriasis rosea Pityriasis versicolor Placent transfusion syn Placenta hem NEC aff NB Placenta prev hem-deliv Placenta previa aff NB Placenta previa-antepart Placenta previa-deliver Plantar fibromatosis Plantar nerve lesion Plasmacytoma NOS Pleural effusion NOS Pleurisy w/o effus or TB Pls cl leu w/o achv rmsn Plsm cel leuk in relapse Pneu mycplsm pneumoniae Pneum in aspergillosis Pneum in infect dis NEC Pneum in oth sys mycoses Pneum w cytomeg incl dis Pneumo oth grm-neg bact Pneumococcal meningitis Pneumococcal peritonitis Pneumococcal pneumonia Pneumococcal septicemia Pneumococcus infect NOS Pneumocystosis Pneumogastric nerve dis Pneumon oth spec orgnsm Pneumonia anaerobes Pneumonia e coli Pneumonia in whoop cough Pneumonia oth spcf bact Pneumonia oth strep Pneumonia strptococcus a Pneumonia strptococcus b Pneumonia, organism NOS Pois antidepressants NEC Pois monoamine oxidase Pois serotinin reuptake Pois tricyclc antidepres Pois-analges/antipyr NEC Pois-anti-infect NEC/NOS Pois-anti-parkinson drug Pois-antiallrg/antiemet Pois-anticonvul NEC/NOS Pois-antihyperten agent Pois-antimycobac drg NEC Pois-antineopl/immunosup Pois-arom analgesics NEC Pois-benzodiazepine tran Pois-card rhythm regulat Pois-cardiovasc agt NEC Pois-cephalosporin group Pois-cns muscle depress Pois-coronary vasodilat Pois-gen anesth NEC/NOS Pois-loc astring/deterg Pois-local anti-infect Pois-parasympatholytics Pois-parasympathomimetic Pois-phenothiazine tranq Pois-propionic acid derv Pois-sedative/hypnot NEC Pois-sedative/hypnot NOS Pois-skelet muscle relax Pois-topical dental drug Pois-uric acid metabol Poison by psychostim NEC Poison-agricult agent Poison-alcohol deterrent Poison-analgesics Poison-antipsychotic NEC Poison-antirheumatic NEC Poison-barbiturates Poison-corrosiv/caustic Poison-drug/medicin NEC Poison-drug/medicin NOS Poison-ent preparation Poison-hydantoin derivat Poison-insulin/antidiab Poison-intraven anesthet Poison-medicinal agt NEC Poison-medicinal agt NOS Poison-muscle agent NEC Poison-opiate antagonist Poison-psychotropic NEC Poison-psychotropic agt Poison-sedat/hypnotic Poison-solid/liquid NEC Poison-sympathomimetics Poison-tranquilizer NEC Poison-vasodilator NEC Poisoning by amphetamine Poisoning by caffeine Poisoning by cocaine Poisoning-anticoagulants Poisoning-antidiarrh agt Poisoning-antilipemics Poisoning-antimalarials Poisoning-antitussives Poisoning-antiviral drug Poisoning-barbiturates Poisoning-cardiotonics Poisoning-cathartic NEC Poisoning-chloral hydrat Poisoning-diuretics NEC Poisoning-expectorants Poisoning-hallucinogens Poisoning-heroin Poisoning-methadone Poisoning-opiates NEC Poisoning-opium NOS Poisoning-penicillins Poisoning-salicylates Poisoning-sulfonamides Poisoning-sympatholytics Poisoning-tetracycline Poisoning-thyroid/deriv Poisoning-vitamins NEC Polyarteritis nodosa Polyarthritis NOS-unspec Polyclon hypergammaglobu Polycyst kid-autosom dom Polycyst kid-autosom rec Polycystic kidney NOS Polycystic ovaries Polycythemia neonatorum Polycythemia vera Polydactyly NOS Polydactyly, fingers Polydactyly, toes Polydipsia Polyglandul dysfunc NEC Polyglandul dysfunc NOS Polyhydramnios aff NB Polyhydramnios-delivered Polymyalgia rheumatica Polymyositis Polyp of corpus uteri Polyp of nasal cavity Polyphagia Polyuria Poor fetal growth-deliv Popliteal synovial cyst Portal hypertension Portal pyemia Portal vein thrombosis Post MI syndrome Post disl prox tibia-cl Post disloc elbow-closed Post segmnt anom NEC-eye Post term preg-del Post tp lymphprolif dis Post traumatic seizures Post-birth umbil hemorr Post-op foreign body NEC Post-proc st eye/adn NEC Post-proc states NEC Post-surgical forgn body Post-term infant Post-trauma headache NOS Post-traumatic seroma Postablat hypothyr NEC Postablat testic hypofun Postabort pelvic damage Postabortion compl NEC Postabortion embolism Postabortion gu infect Postabortion hemorrhage Postcholecystectomy synd Postconcussion syndrome Postendoscopy forgn body Posterior disloc hip-cl Postgastric surgery synd Postherpes polyneuropath Postherpes trigem neural Postinf encephalitis NEC Postinflam pulm fibrosis Postlaminect synd-lumbar Postlaminectomy kyphosis Postmastect lymphedema Postmenopausal bleeding Postnasal drip Postop GI funct dis NEC Postop heterotopic calc Postop oth specfd aftrcr Postop shock, other Postop shock, septic Postop shock,cardiogenic Postop urethral strictur Postop vaginal prolapse Postoperative air leak Postoperative shock, NOS Postpa hem NEC-del w p/p Postpart coag def-postpa Postpart hem NEC-postpar Postphlbtc synd w/o comp Postproc aspiration pneu Postprocedural fever Postsurg hypoinsulinemia Postsurgical hypothyroid Posttraum wnd infec NEC Posttraumatic stress dis Postvaricella encephalit Pouchitis Prader-willi syndrome Precipitate del aff NB Precipitate labor-deliv Precordial pain Preg compl NEC-antepart Preg compl NEC-del w p/p Preg compl NEC-delivered Preg state, incidental Preg w hx of infertility Preglaucoma NOS Prem separ placen-deliv Premat rupt memb aff NB Premature beats NEC Premature beats NOS Premenopause menorrhagia Premenstrual tension Preop cardiovsclr exam Prepatellar bursitis Presbyopia Prescrip-oral contracept Presenile delusion Presenile dementia Pressure ulcer, ankle Pressure ulcer, buttock Pressure ulcer, elbow Pressure ulcer, heel Pressure ulcer, hip Pressure ulcer, low back Pressure ulcer, site NEC Pressure ulcer, site NOS Pressure ulcer, stage I Pressure ulcer, stage II Pressure ulcer, stage IV Pressure ulcer, upr back Pressure ulcer,stage III Pressure ulcer,stage NOS Pressure ulcer,unstagebl Preterm NEC 1000-1249g Preterm NEC 1250-1499g Preterm NEC 1500-1749g Preterm NEC 1750-1999g Preterm NEC 2000-2499g Preterm NEC 2500+g Preterm NEC 500-749g Preterm NEC 750-999g Preterm NEC <500g Preterm infant NEC wtNOS Prev c-delivery-antepart Prev c-delivery-delivrd Priapism Prickly heat Prim angl-clos glauc NOS Prim cardiomyopathy NEC Prim central sleep apnea Prim hypercoagulable st Prim open angle glaucoma Prim prg TB NEC-histo dx Prim pulm hypertension Prim thrombocytopen NOS Primary CNS lymph xtrndl Primary apnea of newborn Primary atelectasis Primary cerebellar degen Primary coccidioidomycos Primary focal hyprhidros Primary hyperparathyroid Primary syphilis NEC Prinzmetal angina Priv dwel fire-accid NEC Priv dwel fire-fumes NOS Prob-head/neck/trunk NOS Problems with learning Profnd intellct disablty Prog multifoc leukoencep Prog muscular atrophy Progr idiopath scoliosis Progressive bulbar palsy Prolapse urethral mucosa Prolapsed cord aff NB Prolif diab retinopathy Proliferat nephritis NOS Prolong depressive react Prolong rupt memb-deliv Prophyl or tx meas NEC Prophylact immunotherapy Prostatic congest/hemorr Prostatic disorders NEC Prostatic inflam dis NEC Prostatitis NOS Protein-cal malnutr NEC Protein-cal malnutr NOS Proteinuria Proteus infection NOS Protrusio acetabuli NOS Prphylct orgn rmvl brst Prphylct orgn rmvl other Prsn hst ot spf urn dsrd Prsnl hst colonic polyps Prsnl hst ot spf dgst ds Prsnl hst oth nfct parst Prsnl hst peptic ulcr ds Prsnl hst poliomyelitis Prsnl hst tuberculosis Prsnl hst urnr dsrd calc Prsnl hx recur pneumonia Prune belly syndrome Prurigo Pruritic conditions NEC Pruritic disorder NOS Pruritus of genitalia Pseudobulbar palsy Pseudoexfoliat glaucoma Pseudomonal pneumonia Pseudomonas infect NOS Pseudomonas septicemia Pseudopolyposis colon Pseudotumor cerebri Psoas muscle abscess Psoriatic arthropathy Psy dis w delus oth dis Psy dis w halluc oth dis Psychic factor w oth dis Psychogen cardiovasc dis Psychogen musculskel dis Psychogen paranoid psych Psychogenic disorder NEC Psychogenic disorder NOS Psychogenic pain NEC Psychogenic respir dis Psychological stress NEC Psychophysic visual dist Psychosexual dis NOS Psychosis NOS Psymotr epil w intr epil Psymotr epil w/o int epi Pterygium NOS Ptosis of eyelid NOS Puerp cerebvas dis-deliv Puerp comp NEC-del w p/p Puerp compl NEC-postpart Puerp endomet del w p/p Puerp endomet-postpart Puerp pyrexia-del w p/p Puerp pyrexia-postpartum Pul alveolar proteinosis Pulm congest/hypostasis Pulm embol NOS-antepart Pulm embol NOS-postpart Pulm embol/infarct NEC Pulmon TB NEC-oth test Pulmon TB NOS-cult dx Pulmon TB NOS-micro dx Pulmon artery aneurysm Pulmon circulat dis NEC Pulmon circulat dis NOS Pulmonary AV malformatn Pulmonary TB NOS-unspec Pulmonary actinomycosis Pulmonary collapse Pulmonary eosinophilia Pulmonary mycobacteria Pulmonary valve anom NEC Pulmonary valve anom NOS Pulmonary valve disorder Pulsating exophthalmos Pure hypercholesterolem Pure hyperglyceridemia Purpura NOS Purulent endophthalm NOS Pyelonephritis NOS Pylorospasm Pyoderma NEC Pyoderma gangrenosum Pyogen arthritis NEC Pyogen arthritis-ankle Pyogen arthritis-forearm Pyogen arthritis-hand Pyogen arthritis-l/leg Pyogen arthritis-mult Pyogen arthritis-pelvis Pyogen arthritis-shlder Pyogen arthritis-up/arm Pyogenic granuloma Pyrexia in labor-deliver Pyrophosph cryst-l/leg Pyrophosph cryst-up/arm Quadriplegia, unspecifd Quadrplg c1-c4, complete Quadrplg c1-c4, incomplt Quadrplg c5-c7, complete Quadrplg c5-c7, incomplt REM sleep behavior dis RR acc NEC-pedestrian RR coll NOS-pedestrian RR coll w oth obj-pedest Radial nerve lesion Radial styloid tenosynov Radiation gastroenterit Radiation kyphosis Radiation scoliosis Radiotherapy encounter Radiotherapy follow-up Rape Rapidly prog nephrit NOS Raynaud's syndrome React depress psychosis React-cardiac dev/graft React-indwell urin cath React-int pros devic NEC React-inter joint prost React-nerv sys dev/graft React-oth genitourin dev React-oth int ortho dev React-oth vasc dev/graft React-periton dialy cath Reactive confusion Rec depr psych-psychotic Rec preg loss wo cur prg Recent detachment, total Rectal & anal dis NEC Rectal & anal hemorrhage Rectal & anal stenosis Rectal & anal ulcer Rectal prolapse Rectocele Rectum injury-closed Rectum injury-open Recur bilat inguin hern Recur depr psych-severe Recur dislocat-l/leg Recur dislocat-pelvis Recur dislocat-shlder Recur manic-sev w psycho Recur unil ing hern-gang Recur unil ing hern-obst Recur unilat inguin hern Recurr depr psychos-mild Recurr depr psychos-mod Recurr depr psychos-unsp Recurrent hypersomnia Redness/discharge of eye Reduc deform up limb NOS Reduction deform leg NOS Reduction deform, brain Redun prepuce & phimosis Reentrant mv coll-driver Referred pain of ear Reflux esophagitis Refusal of treatment Reg enterit sm/lg intest Reg enteritis, lg intest Reg enteritis, sm intest Regional enteritis NOS Reiter's disease Removal int fixation dev Renal & ureteral dis NEC Renal & ureteral dis NOS Renal agenesis Renal artery aneurysm Renal artery atheroscler Renal artery hyperplasia Renal dialysis encounter Renal dialysis status Renal dis NOS-antepartum Renal dis NOS-delivered Renal dysplasia Renal failure NOS Renal hyperten-postpart Renal osteodystrophy Renal sclerosis NOS Renal vascular disorder Renal vein thrombosis Renal vessel anomaly Renal/perirenal abscess Renovasc hypertension Residual hemorrhoid tags Resp brncio interst lung Resp cond dt smoke inhal Resp cond: ext agent NEC Resp failure of newborn Resp obstr-food inhal Resp obstr-inhal obj NEC Resp prob after brth NEC Resp syncyt viral pneum Resp sys/chest symp NEC Resp system disease NEC Resp system disease NOS Respirator depend status Respiratory abnorm NEC Respiratory abnorm NOS Respiratory anomaly NEC Respiratory arrest Respiratory comp NEC Respiratory distress syn Respiratory neoplasm NOS Resprtry syncytial virus Restless legs syndrome Ret cholelh fol cholecys Retain FB NEC Retain organic frag NEC Retain plastic fragments Retained dental root Retained glass fragments Retained metal frag NOS Retclsrc unsp xtrndl org Retention urine NOS Reticulosarcoma abdom Reticulosarcoma head Reticulosarcoma inguin Reticulosarcoma mult Reticulosarcoma thorax Retinal detachment NEC Retinal detachment NOS Retinal disorder NOS Retinal disorders NEC Retinal edema Retinal hemorrhage Retinal ischemia Retinal varices Retinal vasc occlus NOS Retinal vascular changes Retrolental fibroplasia Retroperiton abscess NEC Retroperitoneum inj-cl Retroperitoneum inj-open Retropharyngeal abscess Rflx sym dystrph lwr lmb Rflx sym dystrph oth st Rflx sym dystrph up limb Rh incomp/HTR NEC Rh isoimmunizat-antepart Rhabdomyolysis Rheum aortic dis NEC/NOS Rheum aortic sten/insuff Rheum fev w/o hrt involv Rheum pulmon valve dis Rheumat aortic stenosis Rheumatic aortic insuff Rheumatic heart dis NEC Rheumatic heart dis NOS Rheumatic heart failure Rheumatic mitral insuff Rheumatoid arthritis Rheumatoid lung Rhinitis due to pollen Rhinovirus infect NOS Rib & sternum anomal NEC Rickettsiosis NOS Ridden animal acc-rider Ritter's disease Roller skate,skateboard Rosacea Rotator cuff dis NEC Rotator cuff rupture Rotator cuff synd NOS Routin child health exam Routine circumcision Rt bbb/lft ant fasc blk Rt bbb/lft post fasc blk Rt bundle branch block Rt proc-wrong side/part Running Rupt abd aortic aneurysm Rupt exten tendon hand Ruptur thoracic aneurysm Rupture eye w tissu loss Rupture of artery Rupture uterus NOS-deliv SIRS, NOS SIRS-noninf w ac org dys SIRS-noninf w/o ac or ds Sacral spinal cord injur Sacroiliitis NEC Saddle embol pulmon art Salivary gland abscess Salivary gland dis NEC Salivary gland dis NOS Salivary secretion dis Salmonella enteritis Salmonella infection NEC Salmonella infection NOS Salmonella septicemia Salpingo-oophoritis NOS Sarcoidosis Sbrheic infantl drmtitis Scabies Scanty menstruation Scar & fibrosis of skin Schilder's disease Schistosomiasis NEC Schistosomiasis NOS Schizoaff dis-subch/exac Schizoaffective dis NOS Schizoaffective dis-chr Schizoaffectve dis-remis Schizoafftv dis-chr/exac Schizoid personality NOS Schizoph resid-chro/exac Schizophr dis resid NOS Schizophr dis resid-chr Schizophr dis-chr/exacer Schizophrenia NEC-unspec Schizophrenia NOS-chr Schizophrenia NOS-unspec Schizophreniform dis NOS Schizotypal person dis Schmorl's nodes NOS Schwannomatosis Sciatic nerve lesion Sciatica Scleritis NEC Scleritis NOS Sclerosing mesenteritis Scndhnd tbcco smoke Scoliosis NEC Scoliosis in oth dis Screen malig neop-colon Screen-blood dis NOS Screen-cardiovasc NEC Screening-pulmonary TB Sebaceous cyst Sebaceous gland dis NEC Sebaceous gland dis NOS Sebrrheic dermatitis NEC Sebrrheic dermatitis NOS Sec DM ketoacd uncntrld Sec DM neuro nt st uncn Sec DM ophth nt st uncn Sec DM oth nt st uncontr Sec DM other uncontrld Sec DM unsp nt st uncon Sec DM unsp uncontrold Sec DM wo cmp nt st uncn Sec DM wo comp uncontrld Sec hypercoagulable st Sec hyperparathyrd-renal Sec hyprprthyrd nonrenal Sec mal neo GI NEC Sec mal neo brain/spine Sec mal neo mediastinum Sec mal neo peritoneum Sec malig neo lg bowel Sec malig neo nerve NEC Sec malig neo resp NEC Sec malig neo sm bowel Sec malig neo urin NEC Sec neuroend tu dist lym Sec neuroend tu oth site Sec neuroend tumor-liver Sec neuroendo tu-periton Sec neuroendo tumor-bone Sec thrombocytpenia NEC Sec uterine inert-deliv Second cardiomyopath NOS Second hypertension NEC Second malig neo adrenal Second malig neo breast Second malig neo genital Second malig neo kidney Second malig neo liver Second malig neo ovary Second malig neo pleura Secondary Merkel cell ca Secondary malig neo NEC Secondary malig neo bone Secondary malig neo lung Secondary malig neo skin Secondary parkinsonism Secondary polycythemia Secondary syphilis NOS Secondary/recur hemorr Secondry iritis, infect Secundum atrial sept def Sed,hyp,anxiolyt dep-NOS Sed,hyp,anxiolyt dep-con Sed,hyp,anxiolytc ab-NOS Sed,hyp,anxiolytc ab-con Sed,hyp,anxiolytc ab-rem Selective ig defic NEC Selective iga immunodef Seminal vesiculitis Senile delirium Senile dementia uncomp Senile nuclear cataract Senile osteoporosis Sensonrl hear loss,bilat Sensorneur hear loss NOS Sensorneur hear loss uni Sensory hear loss,unilat Sensory retina dystrophy Sepsis Septal closure anom NEC Septal closure anom NOS Septic arterial embolism Septic myocarditis Septic pulmonary embolsm Septic shock Septicemia NEC Septicemia NOS Seroma complicting proc Serous retina detachment Serratia septicemia Sev intellect disability Sev nonprolf db retinoph Sev preeclamp-del w p/p Sev preeclamp-postpartum Severe birth asphyxia Severe preeclamp-deliver Severe sepsis Severe stage glaucoma Sft tisue - kpsi's srcma Shigella flexneri Shigella infection NEC Shigellosis NOS Shldr/upper arm inj NOS Shock NOS Shock w/o trauma NEC Short stature Shortness of breath Shoulder region dis NEC Sialoadenitis Sialolithiasis Sicca syndrome Sickle cell disease NOS Sickle-cell trait Sigmoid colon inj-closed Sigmoid colon inj-open Silica pneumocon NEC Simple chr bronchitis Simple schizophren-chr Singl livebrn-before adm Single lb in-hosp w cs Single lb in-hosp w/o cs Sinoatrial node dysfunct Situs inversus Sixth nerve palsy Skew deviation, eye Ski,snow brd,sled,tobagn Skin - kaposi's sarcoma Skin anomaly NEC Skin disorder NOS Skin disorders NEC Skin hypertro/atroph NEC Skin hypertro/atroph NOS Skin sensation disturb Sleep apnea NOS Sleep disturbance NOS Sleep disturbances NEC Sleep hypovent oth dis Sleep stage dysfunc NEC Slow transt constipation Slowing urinary stream Small intest inj NEC-cl Small intest inj NEC-opn Small intest inj NOS-cl Small intest inj NOS-opn Smell & taste disturb Snow veh acc-driver Social maladjustment Soft tissue anomaly NEC Soft tissue disord NOS Soft tissue disorder NEC Solid/liq pneumonit NEC Solitary pulmonry nodule Somatoform disorders NEC Spasm of conjugate gaze Spasm of muscle Spec anom of eyelid NEC Spec lacrimal pass anom Specfied cong anomal NEC Special symptom NEC/NOS Spectator at event Speech disturbance NEC Speech/language dis NEC Spf sts - kpsi's sarcoma Spin bif w hydrceph-cerv Spin bif w hydrceph-lumb Spin bif w hydroceph NOS Spin cord inj-mult site Spin sten,lumbr w claud Spin sten,lumbr wo claud Spina bifida Spina bifida occulta Spina bifida-lumbar Spinal cord anomaly NEC Spinal cord disease NOS Spinal cord injury NOS Spinal disorders NEC Spinal muscl atrophy NOS Spinal stenosis NOS Spinal stenosis-oth site Spinal stenosis-thoracic Spinal vessel anomaly Spinocerebellar dis NEC Spinocerebellar dis NOS Spleen capsular tear Spleen capsular tear-opn Spleen disease NEC Spleen disease NOS Spleen disruption-clos Spleen disruption-open Spleen hematoma-closed Spleen hematoma-open Spleen injury NEC-closed Spleen injury NOS-closed Spleen injury NOS-open Spleen parenchyma lacer Spleen parnchym lac-opn Splenic artery aneurysm Splenic sequestration Splenomegaly Spon ab w pelv damag-inc Spon abor w pelv inf-inc Spon abort uncompl-inc Spon abort w hemorr-comp Spon abort w hemorr-inc Spon abort w shock-inc Spond compr lumb sp cord Spond compr thor sp cord Spondylolisthesis Spondylos NOS w/o myelop Spondylosis NOS w myelop Spont tens pneumothorax Spontan bact peritonitis Spontaneous ecchymoses Sports acc w sub fall Sports acc w/o sub fall Sports,athletics NEC Sprain NEC Sprain acromioclavicular Sprain cruciate lig knee Sprain distal tibiofibul Sprain elbow/forearm NEC Sprain hip & thigh NEC Sprain hip & thigh NOS Sprain lateral coll lig Sprain lumbar region Sprain lumbosacral Sprain medial collat lig Sprain metatarsophalang Sprain of ankle NEC Sprain of ankle NOS Sprain of back NOS Sprain of knee & leg NEC Sprain of knee & leg NOS Sprain of neck Sprain of wrist NEC Sprain of wrist NOS Sprain rotator cuff Sprain sacroiliac Sprain sacroiliac NOS Sprain shoulder/arm NEC Sprain shoulder/arm NOS Sprain supraspinatus Sprain thoracic region Sprain ulnar collat lig Spstc hmiplg nondmnt sde Spstc hmiplga domnt side Spstc hmiplga unspf side Sqam cell ca sclp/skn nk Sqam cell ca skn low lmb Sqm cel skn face NEC/NOS Squam cell ca skin ear Staph pneumonia NEC Staphylcocc septicem NEC Staphylcocc septicem NOS Staphylococc enteritis Staphylococc meningitis Staphylococcal pneu NOS Staphylococcus unspcfied Stat ob w/o sub fall NEC Stat obj w sub fall NEC Status amput above elbow Status amput above knee Status amput below elbow Status amput below knee Status amput foot Status amput great toe Status amput hand Status amput oth fingers Status amput othr toe(s) Status amput thumb Status amput up lmb NOS Status autm crd dfbrltr Status cardiac pacemaker Status oth spcf crdc dvc Status-post ptca Stenosis of larynx Sterilization Stevens-Johnson syndrome Stevens-Johnson-TEN syn Stiff-man syndrome Stomach function dis NEC Stomach function dis NOS Stomach injury-closed Stomach injury-open Stomach ulcer NOS Stomach ulcer NOS-obstr Stomatitis/mucositis NOS Stomatits & mucosits NEC Strabismic amblyopia Straig amin-acid met NEC Straining on urination Strep sore throat Streptococcal meningitis Streptococcal pneumn NOS Streptococcal septicemia Streptococcus group a Streptococcus group b Streptococcus group c Streptococcus group g Streptococcus unspecf Streptococus carrier NEC Stress fx femoral neck Stress fx tibia/fibula Stress incontinence male Stress react, emotional Stress react, psychomot Stress reaction, fugue Striae atrophicae Stricture of artery Stricture of ureter Stricture of vagina Stridor Strongyloidiasis Struck by falling object Subac dyskinesa d/t drug Subacute delirium Subarach hem w opn wound Subarach hem-brief coma Subarach hem-coma NOS Subarach hem-concussion Subarach hem-deep coma Subarach hem-mod coma Subarach hem-prolng coma Subarachnoid hem-no coma Subarachnoid hemorrhage Subclavian aneurysm Subclavian steal syndrom Subcondyl fx mandib-open Subcondylar fx mandib-cl Subdural hem w/o coma Subdural hem-brief coma Subdural hem-concussion Subdural hem-deep coma Subdural hem-prolng coma Subdural hemorr-coma NOS Subdural hemorr-mod coma Subdural hemorrhage Subendo infarct, initial Subendo infarct, subseq Submucous leiomyoma Subserous leiomyoma Substance abuse-family Subtrochanteric fx-close Subtrochanteric fx-open Sudden visual loss Suffocation NEC Suffocation-lack of air Suicidal ideation Sulph amino-acid met dis Sup glenoid labrm lesion Superf inj hand NEC-inf Superfic foreign bdy NEC Superfic inj head NEC Superfic inj periocular Superfic phlebitis-leg Superficial inj cornea Superficial inj eye NEC Superficial injury NEC Suppur otitis media NOS Suppurat peritonitis NEC Supracondyl fx femur-cl Supracondyl fx femur-opn Supracondyl fx humer-opn Supraglottis w obstr NOS Supraglottis w/o obs NOS Suprcondyl fx humerus-cl Suprv high-risk preg NOS Surfce-topic/infilt anes Surg comp - hypertension Surg comp nerv systm NEC Surg comp-peri vasc syst Surg compl-body syst NEC Surg compl-heart Surg compl-urinary tract Surg complication - cns Surgical complicat NOS Surgical convalescence Swallowed blood syndrome Swelling in head & neck Swelling of limb Swelling or mass of eye Swimming Swimming accident NOS Symbolic dysfunction NEC Sympt fem climact state Sympt state w artif meno Symptoms in breast NEC Syncope and collapse Syndactyl fing-no fusion Syndactyl toe-no fusion Syndactyly, multiple/NOS Synov/tend/bursa dis NEC Synov/tend/bursa dis NOS Synovial cyst NOS Synovitis NEC Synovitis NOS Syphilis NOS Syphilitic aortitis Syphilitic iridocyclitis Syringomyelia Syst lupus erythematosus Syst rheum arthritis NEC Syst sclerosis lung dis Syst/diast hrt fail NOS Systemic sclerosis Systolic hrt failure NOS Szry dis unsp xtrndl org T1-t6 fx-cl/ant cord syn T1-t6 fx-cl/cen cord syn T1-t6 fx-cl/com cord les T1-t6 fx-cl/cord inj NEC T1-t6 fx-cl/cord inj NOS T1-t6 fx-op/com cord les T1-t6 spin cord inj NEC T7-t12 fx-cl/com crd les T7-t12 fx-cl/crd inj NEC T7-t12 fx-cl/crd inj NOS T7-t12 fx-op/crd inj NEC T7-t12 spin cord inj NEC T7-t12 spin cord inj NOS TB brain abscess-unspec TB lung w cavit-micro dx TB meningitis-cult dx TB meningitis-unspec TB of bronchus-oth test TB of vertebra-cult dx TB of vertebra-histo dx TB peritonitis-exam unkn TB peritonitis-histo dx TB pleurisy-histolog dx TB pneumonia-cult dx TB sp crd absc-cult dx TB thorax node-histo dx TMJ disorders NOS TPA adm status 24 hr pta Tabes dorsalis Tachycardia NOS Tachypnea Tackle football Takayasu's disease Takotsubo syndrome Talipes NOS Talipes equinovarus Talipes valgus Talipes varus Tarsal tunnel syndrome Tear film insuffic NOS Tear lat menisc knee-cur Tear med menisc knee-cur Tear meniscus NEC-curren Temporal sclerosis Tenosynov hand/wrist NEC Tenosynovitis foot/ankle Tension headache Termination of pregnancy Testicular hypofunc NEC Tetanus toxoid inoculat Tetany Tetralogy of fallot Thalassemia NEC Thalassemia minor Thalassemia, unspecified Therapeutic drug monitor Thiamine defic NEC/NOS Third-stage hem-postpart Thlasema Hb-S w/o crisis Thor disc dis w myelopat Thoracic aortic aneurysm Thoracic aortic ectasia Thoracic aortic embolism Thoracic disc degen Thoracic disc displacmnt Thoracic spondylosis Thoracoabd aneurysm rupt Thoracoabd aortc ectasia Thoracogenic scoliosis Thoracoscop conv to open Thracabd anurysm wo rupt Thrd-stage hem-del w p/p Throat pain Thromboangiit obliterans Thrombocytopathy Thrombocytopenia NOS Thrombophlebitis NEC Thrombophlebitis NOS Thrombophlebitis leg NOS Thrombophlebitis migrans Thrombosis NEC-antepart Thrombosis NEC-postpart Thrombot microangiopathy Thrt prem labor-antepart Thrush Thyroid dysfunc-antepart Thyroid dysfunc-deliver Thyroid dysfunc-postpart Thyroiditis NOS Thyrotox NOS no crisis Thyrotox NOS w crisis Thyrotox orig NEC w cris Thyrtox orig NEC no cris Tibialis tendinitis Tietze's disease Tinnitus NOS Tk off/land-aircraft NEC Tobacco use dis-antepart Tobacco use dis-postpart Tobacco use disorder Tongue anomaly NEC Tongue anomaly NOS Tongue disorder NEC Tongue tie Tooth eruption disturb Topical med dermatitis Torsion of ovary or tube Torsion of testis NOS Torticollis NOS Torus fx tibia/fibula Tot anom pulm ven connec Tot impairment-both eyes Total third nerve palsy Tourette's disorder Tox dif goiter no crisis Tox dif goiter w crisis Tox eff carbon monoxide Tox eff nonmed subst NEC Tox eff nonmed subst NOS Tox eff organphos/carbam Tox multnod goit no cris Tox multnod goit w cris Tox nod goiter no crisis Tox uninod goit no cris Tox w old hyper-postpart Tox w old hyperten-deliv Toxic eff caustic alkali Toxic eff ethyl alcohol Toxic eff gas/vapor NEC Toxic eff gas/vapor NOS Toxic eff isopropyl alc Toxic eff nonpetrol solv Toxic eff pesticides NEC Toxic effect acids Toxic effect alcohol NOS Toxic effect arsenic Toxic effect caustic NOS Toxic effect cyanides Toxic effect metals NEC Toxic effect mushrooms Toxic effect venom Toxic encephalopathy Toxic epidrml necrolysis Toxic erythema Toxic gastroenteritis Toxic myelitis Toxic myocarditis Toxic myopathy Toxic shock syndrome Toxoplasm meningoenceph Toxoplasmosis NOS Toxoplasmosis site NEC Trachea & bronch dis NEC Tracheoesophageal fstula Tracheostomy - mech comp Tracheostomy comp NEC Tracheostomy comp NOS Tracheostomy infection Tracheostomy status Traff acc NOS-mcycl psgr Traffic acc NOS-driver Traffic acc NOS-motcycl Traffic acc NOS-pasngr Traffic acc NOS-ped cycl Traffic acc NOS-pedest Traffic acc NOS-pers NOS Trans alter awareness Trans cereb ischemia NEC Trans cereb ischemia NOS Trans hyperten-antepart Trans hyperten-delivered Trans hyperten-postpart Trans-sexualism NOS Transfsn rel ac lung inj Transfsn w circ overload Transfusion reaction NEC Transient arterial occlu Transient global amnesia Transient hemat dis NEC Transient mental dis NEC Transient mental dis NOS Transient met dis NB NOS Transient visual loss Transitory ileus of NB Transmission machine acc Transverse colon inj-cl Transverse colon inj-opn Transverse defic arm Transverse defic leg Traum arthropathy-l/leg Traum arthropathy-pelvis Traum hemothorax-closed Traum hemothorax-open Traum pneumohemothor-cl Traum pneumohemothor-opn Traum pneumothorax-close Traum pneumothorax-open Traum subarachnoid hem Traum subcutan emphysema Traum urethral stricture Trauma comp synd low ext Trauma comp synd up ext Trauma compart synd NEC Trauma compart synd abd Traumatic anuria Traumatic brain hem NEC Traumatic extradural hem Traumatic shock Traumatic spondylopathy Traumatic subdural hem Tremor NEC Trichomonal urethritis Trichomonal vaginitis Trichuriasis Tricuspid valve disease Trifascicular block Trigeminal nerve dis NOS Trigeminal neuralgia Trigger finger Trnspl status organ NEC Trnspl status-bne marrow Trnspl status-intestines Trnspl status-pancreas Trnsplnt orgn rem status Trochanteric fx NOS-clos Trochanteric fx NOS-open Trspl sts-perip stm cell True post infarct, init Trunk injury-sites NEC Tubal endometriosis Tubal ligation status Tubal preg w intra preg Tubal preg w/o intra prg Tubal/broad lig anom NEC Tuberculosis contact Tuberous sclerosis Tubrcloma brain-histo dx Tularemia NEC Tumor lysis syndrome Twin NOS-before admissn Twin gest-dich/diamniotc Twin pregnancy-delivered Twin, mate lb-before adm Twin-mate lb-hosp w/o cs Twin-mate lb-in hos w cs Twin-mate sb-hosp w cs Twin-mate sb-hosp w/o cs Ulc esophagus w/o bleed Ulcer esophagus w bleed Ulcer of ankle Ulcer of calf Ulcer of heel & midfoot Ulcer of lower limb NOS Ulcer of thigh Ulcer oth part low limb Ulcer other part of foot Ulceration of intestine Ulceration of vulva NOS Ulcerative enterocolitis Ulcerative ileocolitis Ulcerative proctitis Ulceratve colitis unspcf Ulcertve prctosigmoidtis Ulnar nerve lesion Umbil cond NEC aff NB Umbilical artery absence Umbilical hernia Umbilical hernia w gangr Umbilical hernia w obstr Unarmed fight or brawl Unc beh neo brain/spinal Unc beh neo nerv sys NEC Unc behav neo GI NEC Unc behav neo bladder Unc behav neo bone Unc behav neo intestine Unc behav neo kidney Unc behav neo larynx Unc behav neo liver Unc behav neo lung Unc behav neo meninges Unc behav neo ovary Unc behav neo paragang Unc behav neo peritoneum Unc behav neo pineal Unc behav neo pituitary Unc behav neo pleura Unc behav neo skin Unc behav neo soft tissu Uncert behav neo uterus Uncert behavior neo NEC Undescended testis Undet circ-cut instrumnt Undet fall structure NEC Undet pois-med agnt NEC Undet pois-med agnt NOS Undeter circ-firearm NEC Undeter pois-sol/liq NEC Undeterm circ-burn, fire Undeterm pois-analgesics Undeterm pois-barbiturat Undeterm pois-psychotrop Undetermin circ-handgun Undetermin circumst NEC Undetermin circumst NOS Undetermin poison-co NEC Unemployment Unequal leg length Unil cleft palat/lip-com Unil cleft palat/lip-inc Unil femoral hern w gang Unil femoral hern w obst Unilat cleft lip-imcompl Unilat cleft palate-inc Unilat femoral hernia Unilat ing hernia w gang Unilat ing hernia w obst Unilat inguinal hernia Unilateral small kidney Univrsl ulcertve colitis Uns lym leu wo ach rmsn Uns my leu wo ach rmsn Unsp ds conjuc viruses Unsp hemiplga domnt side Unsp hemiplga unspf side Unsp hmiplga nondmnt sde Unsp lym unsp xtrndl org Unsp rflx sympth dystrph Unspcf anm jaw cranl bse Unspcf anomaly jaw size Unspf acq deformity head Upper GI anomaly NEC Upper GI anomaly NOS Upper extremity aneurysm Upper extremity embolism Upper limb anomaly NEC Upper limb anomaly NOS Upper resp dis NEC/NOS Upr limb vessel anomaly Ureter injury-closed Ureteral anomaly NEC Ureteral fistula Ureteric obstruction NEC Urethr strict:infect NOS Urethral abscess Urethral calculus Urethral caruncle Urethral discharge Urethral false passage Urethral fistula Urethral stricture NEC Urethral stricture NOS Urethritis NEC Urge incontinence Urgency of urination Uric acid nephrolithias Urin tract infection NOS Urin-genital fistul, fem Urinary anomaly NOS Urinary calculus NOS Urinary frequency Urinary hesitancy Urinary incontinence NOS Urinary obstruction NEC Urinary obstruction NOS Urinostomy status NEC Urogenital trichomon NEC Urticaria NEC Urticaria NOS Uterine endometriosis Uterine inflam dis NOS Uterine leiomyoma NOS Uterine prolapse Uterine tumor-delivered Uterine tumor-postpartum Uterovag prolaps-complet Uterovag prolaps-incompl Utervaginal prolapse NOS Vac-dis combinations NEC Vaccin for disease NEC Vaccin for dtp + polio Vaccin for dtp + tab Vaccin for influenza Vaccin for leishmaniasis Vaccin for poliomyelitis Vaccin for rabies Vaccination for DTP-DTaP Vaccination for RSV Vaccination for Td-DT Vaccn/inoc viral dis NEC Vacuum extrac del aff NB Vaginal wall prolpse NOS Vaginismus Vaginitis NOS Varic vein leg,comp NEC Varicella complicat NEC Varicella pneumonitis Varicella uncomplicated Varices of other sites Varicos leg ulcer/inflam Vasc comp med care NEC Vasc comp mesenteric art Vasc comp renal artery Vasc dementia w delirium Vasc dementia w delusion Vasc dementia w depressn Vasc insuff intest NOS Vascular comp vessel NEC Vascular dementia,uncomp Vascular disorder, penis Vascular hamartomas Vascular myelopathies Vasectomy status Venereal dis contact Venomous spider bite Venous insufficiency NOS Venous thrombosis NOS Ventltr assoc pneumonia Ventral hernia NEC Ventral hernia NOS Ventricular fibrillation Ventricular flutter Ventricular sept defect Ventricular shunt status Vert fx NOS-cl w crd inj Vertbrobaslr artery synd Vertebral artery syndrom Vertebral fx NOS-closed Vertiginous synd NOS Vertigo Vescouretrl rflux unspcf Vestibular neuronitis Villonod synovit-l/leg Viral arthritis-pelvis Viral conjunctivitis NEC Viral dis contact NEC Viral encephalitis NEC Viral encephalitis NOS Viral enteritis NOS Viral exanthemata NEC Viral exanthemata NOS Viral hepat NOS w/o coma Viral infection NOS Viral meningitis NEC Viral meningitis NOS Viral pneumonia NEC Viral pneumonia NOS Viral warts NOS Viremia NOS Vis/ultraviol lght expos Visceral aneurysm NEC Visceral herpes simplex Visible peristalsis Visual discomfort Visual distortions NEC Visual disturbance NOS Visual disturbances NEC Visual field defect NEC Visual field defect NOS Visual loss NOS Visual loss, one eye NOS Visuospatial deficit Vitamin D deficiency NOS Vitamin Deficiency NOS Vitamin b deficiency NOS Vitiligo Vitreous degeneration Vitreous hemorrhage Vitreous opacities NEC Vocal cord disease NEC Vocal cord paralysis NOS Vocal cord/larynx polyp Vocal paral bilat part Vocal paral bilat total Vocal paral unilat part Vocal paral unilat total Voice/resonance dis NEC Volume depletion NOS Volvulus of intestine Vomiting alone Vomiting of fecal matter Vomiting post-gi surgery Von willebrand's disease Vrnt mgrn wo ntr mgr NEC Vscourtl rflx w npht NOS Vscurt rflx npht uniltrl Vulvodynia NOS Vulvr intraepth neopl II W/craft fall NEC-power W/crft fall NEC-pers NEC Wait adm to oth facility Walking an animal Walking,marching,hiking Wandering-dis elsewhere Water ski/wake boarding Water-skiing accident Watercraft acc NEC-power Watercraft acc NEC-skier Wbc disease NEC Wbc disease NOS Wegener's granulomatosis West Nile Fever w/enceph West Nile neuro man NEC Wheelchair dependence Wheezing Whooping cough NEC Woodworking machine acc Wound disruption NOS Wrist drop Wrng temp in applic/pack Wrong fluid in infusion Wtrcraft fall NEC-pasngr Wtrcraft fall NOS-pasngr Zoonotic bact dis NOS Zygomycosis ADMISSION_TYPE_ELECTIVE ADMISSION_TYPE_EMERGENCY ADMISSION_TYPE_NEWBORN ADMISSION_TYPE_URGENT GENDER_F GENDER_M
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0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0

3 Data Exploration

We visualized the readmission proportion of the two datasets. Apparently, the datasets have highly imbalanced classes.

In [30]:
X = design_matrix.iloc[:, 2:].values
In [31]:
X
Out[31]:
array([[0, 0, 0, ..., 0, 0, 1],
       [0, 0, 0, ..., 0, 0, 1],
       [0, 0, 0, ..., 0, 1, 0],
       ...,
       [0, 0, 0, ..., 0, 1, 0],
       [0, 0, 0, ..., 0, 1, 0],
       [0, 0, 0, ..., 0, 1, 0]], dtype=int32)
In [32]:
X.shape
Out[32]:
(58925, 6776)
In [33]:
print('number of instance : the number features = {}'.format(X.shape[0] / X.shape[1]) )
number of instance : the number features = 8.696133412042503
In [34]:
y = design_matrix['30_READMIT'].values
In [35]:
H1_num = len(y[y==1])
H0_num = len(y[y==0])
total_num = len(y)
In [36]:
print('number of data instance in class1:{}'.format(H1_num))
number of data instance in class1:3454
In [37]:
labels = '30Days Readmission-Y', '30Days Readmission-N'
sizes = [H1_num/total_num*100, H0_num/total_num*100]
colors = ['pink', 'skyblue']
explode = (.05, 0)
fig = plt.figure(figsize=(6,6))
plt.pie(sizes, explode=explode, colors=colors, autopct='%1.1f%%', startangle=90)
plt.legend(labels, fontsize='small', loc='center left', bbox_to_anchor=(1, 0, 0.5, 1))
Out[37]:
<matplotlib.legend.Legend at 0x24ae217e1d0>

4 Modeling

We first randomly assigned the data instances into different folds to prepare for cross validation. For preprocessing, we employed down sampling and over sampling methods to relieve the class imbalance problem. Since the dataset has extremely high dimensions (the ratio of the number of instances to the number features is approximately 8:1), we used l1 penalty for feature selection. Then we tested logistic regression and decision tree. To increase the performance, we applied the ensemble methods, including bagging logitic regression and random forest. We also designed a neural network for classification. Finally, we evaluated the cross validation performance and tuned parameters to optimize the performance.

In [38]:
from IPython.display import Image
PATH = "./pic/"
Image(filename = PATH + "pipeline.jpg", width=800, height=400)
Out[38]:

4.1 Logistic Regression

4.1.1 Over - Sampling

In [39]:
ros = RandomOverSampler(random_state=42)

skf = StratifiedKFold(n_splits=5, shuffle=False, random_state=0)
y_true = []
y_pred = []

for train_index, test_index in skf.split(X, y):
    X_train, X_test = X[train_index], X[test_index]
    y_train, y_test = y[train_index], y[test_index]
    X_train_ros, y_train_ros = ros.fit_resample(X_train, y_train)
    
    lr_clf = LogisticRegression(penalty='l1', random_state=0, solver='liblinear') # l1-based feature selection
    lr_clf.fit(X_train_ros, y_train_ros)
    y_pred_sub = lr_clf.predict(X_test)
    y_true = np.append(y_true, y_test)
    y_pred = np.append(y_pred, y_pred_sub)
    
lr_os_conf = confusion_matrix(y_true, y_pred)
tn, fp, fn, tp = lr_os_conf.ravel()
lr_os_sen = tp/(tp+fn)
lr_os_spe = tn/(tn+fp)
lr_os_prec = tp/(tp+fp)
lr_os_acc = (tp+tn)/(tp+tn+fp+fn)

print ('Logistic Regression, Over_Sampling')
print()
print('confusion matrix:')
print(lr_os_conf)
print('sensitivity score:{:.4}'.format(lr_os_sen))
print('specificity score:{:.4}'.format(lr_os_spe))
print('precision score:{:.4}'.format(lr_os_prec))
print('accuracy score:{:.4}'.format(lr_os_acc))
Logistic Regression, Over_Sampling

confusion matrix:
[[42818 12653]
 [ 2128  1326]]
sensitivity score:0.3839
specificity score:0.7719
precision score:0.09486
accuracy score:0.7492

4.1.2 Under - Sampling

In [40]:
rus = RandomUnderSampler(random_state=42)

skf = StratifiedKFold(n_splits=5, shuffle=False, random_state=0)
y_true = []
y_pred = []

for train_index, test_index in skf.split(X, y):
    X_train, X_test = X[train_index], X[test_index]
    y_train, y_test = y[train_index], y[test_index]
    X_train_rus, y_train_rus = rus.fit_resample(X_train, y_train)
    
    lr_clf = LogisticRegression(penalty='l1', random_state=0, solver='liblinear') # l1-based feature selection
    lr_clf.fit(X_train_rus, y_train_rus)
    y_pred_sub = lr_clf.predict(X_test)
    y_true = np.append(y_true, y_test)
    y_pred = np.append(y_pred, y_pred_sub)
    
lr_us_conf = confusion_matrix(y_true, y_pred)
tn, fp, fn, tp = lr_us_conf.ravel()
lr_us_sen = tp/(tp+fn)
lr_us_spe = tn/(tn+fp)
lr_us_prec = tp/(tp+fp)
lr_us_acc = (tp+tn)/(tp+tn+fp+fn)

print ('Logistic Regression, Under_Sampling')
print()
print('confusion matrix:')
print(lr_us_conf)
print('sensitivity score:{:.4}'.format(lr_us_sen))
print('specificity score:{:.4}'.format(lr_us_spe))
print('precision score:{:.4}'.format(lr_us_prec))
print('accuracy score:{:.4}'.format(lr_us_acc))
Logistic Regression, Under_Sampling

confusion matrix:
[[35815 19656]
 [ 1462  1992]]
sensitivity score:0.5767
specificity score:0.6457
precision score:0.09202
accuracy score:0.6416

4.2 Bagging Logistic Regression

4.2.2 Over- Sampling

In [41]:
ros = RandomOverSampler(random_state=42)

skf = StratifiedKFold(n_splits=5, shuffle=False, random_state=0)
y_true = []
y_pred = []

for train_index, test_index in skf.split(X, y):
    X_train, X_test = X[train_index], X[test_index]
    y_train, y_test = y[train_index], y[test_index]
    X_train_ros, y_train_ros = ros.fit_resample(X_train, y_train)
    
    base_estimator = LogisticRegression(penalty='l1', random_state=0, solver='liblinear') # l1-based feature selection
    max_features = int(math.sqrt(X_train.shape[1]))
    blr_clf = BaggingClassifier(base_estimator=base_estimator, n_estimators=100, max_features=max_features, random_state=0)
    blr_clf.fit(X_train_ros, y_train_ros)
    y_pred_sub = blr_clf.predict(X_test)
    y_true = np.append(y_true, y_test)
    y_pred = np.append(y_pred, y_pred_sub)
    
blr_os_conf = confusion_matrix(y_true, y_pred)
tn, fp, fn, tp = blr_os_conf.ravel()
blr_os_sen = tp/(tp+fn)
blr_os_spe = tn/(tn+fp)
blr_os_prec = tp/(tp+fp)
blr_os_acc = (tp+tn)/(tp+tn+fp+fn)

print ('Bagging Logistic Regression, Over_Sampling')
print()
print('confusion matrix:')
print(blr_os_conf)
print('sensitivity score:{:.4}'.format(blr_os_sen))
print('specificity score:{:.4}'.format(blr_os_spe))
print('precision score:{:.4}'.format(blr_os_prec))
print('accuracy score:{:.4}'.format(blr_os_acc))
Bagging Logistic Regression, Over_Sampling

confusion matrix:
[[38344 17127]
 [ 1668  1786]]
sensitivity score:0.5171
specificity score:0.6912
precision score:0.09443
accuracy score:0.681

4.2.2 Under - Sampling

In [42]:
rus = RandomUnderSampler(random_state=42)

skf = StratifiedKFold(n_splits=5, shuffle=False, random_state=0)
y_true = []
y_pred = []

for train_index, test_index in skf.split(X, y):
    X_train, X_test = X[train_index], X[test_index]
    y_train, y_test = y[train_index], y[test_index]
    X_train_rus, y_train_rus = rus.fit_resample(X_train, y_train)
    
    base_estimator = LogisticRegression(penalty='l1', random_state=0, solver='liblinear') # l1-based feature selection
    max_features = int(math.sqrt(X_train.shape[1]))
    blr_clf = BaggingClassifier(base_estimator=base_estimator, n_estimators=100, max_features=max_features, random_state=0)
    blr_clf.fit(X_train_rus, y_train_rus)
    y_pred_sub = blr_clf.predict(X_test)
    y_true = np.append(y_true, y_test)
    y_pred = np.append(y_pred, y_pred_sub)
    
blr_us_conf = confusion_matrix(y_true, y_pred)
tn, fp, fn, tp = blr_us_conf.ravel()
blr_us_sen = tp/(tp+fn)
blr_us_spe = tn/(tn+fp)
blr_us_prec = tp/(tp+fp)
blr_us_acc = (tp+tn)/(tp+tn+fp+fn)

print ('Bagging Logistic Regression, Under_Sampling')
print()
print('confusion matrix:')
print(blr_us_conf)
print('sensitivity score:{:.4}'.format(blr_us_sen))
print('specificity score:{:.4}'.format(blr_us_spe))
print('precision score:{:.4}'.format(blr_us_prec))
print('accuracy score:{:.4}'.format(blr_us_acc))
Bagging Logistic Regression, Under_Sampling

confusion matrix:
[[33597 21874]
 [ 1364  2090]]
sensitivity score:0.6051
specificity score:0.6057
precision score:0.08721
accuracy score:0.6056

4.3 Decision Tree

In [43]:
skf = StratifiedKFold(n_splits=5, shuffle=False, random_state=0)
y_true = []
y_pred = []

for train_index, test_index in skf.split(X, y):
    X_train, X_test = X[train_index], X[test_index]
    y_train, y_test = y[train_index], y[test_index]
    
    # l1-based feature selection
    logit_clf = LogisticRegression(penalty='l1', random_state=0, solver='liblinear')
    logit_clf.fit(X_train, y_train)
    select_model = SelectFromModel(logit_clf)
    select_model.fit(X_train, y_train)
    X_train_new = select_model.transform(X_train)
    X_test_new = select_model.transform(X_test)
    
    dt_clf = DecisionTreeClassifier(max_depth=3, random_state=0, class_weight='balanced')
    dt_clf.fit(X_train_new, y_train)
    y_pred_sub = dt_clf.predict(X_test_new)
    y_true = np.append(y_true, y_test)
    y_pred = np.append(y_pred, y_pred_sub)

dt_conf = confusion_matrix(y_true, y_pred)
tn, fp, fn, tp = dt_conf.ravel()
dt_sen = tp/(tp+fn)
dt_spe = tn/(tn+fp)
dt_prec = tp/(tp+fp)
dt_acc = (tp+tn)/(tp+tn+fp+fn)

print ('Decision Tree')
print()
print('confusion matrix:')
print(dt_conf)
print('sensitivity score:{:.4}'.format(dt_sen))
print('specificity score:{:.4}'.format(dt_spe))
print('precision score:{:.4}'.format(dt_prec))
print('accuracy score:{:.4}'.format(dt_acc))
Decision Tree

confusion matrix:
[[36419 19052]
 [ 1944  1510]]
sensitivity score:0.4372
specificity score:0.6565
precision score:0.07344
accuracy score:0.6437

4.4 Random Forest

In [44]:
skf = StratifiedKFold(n_splits=5, shuffle=False, random_state=0)
y_true = []
y_pred = []

for train_index, test_index in skf.split(X, y):
    X_train, X_test = X[train_index], X[test_index]
    y_train, y_test = y[train_index], y[test_index]
    
    # l1-based feature selection
    logit_clf = LogisticRegression(penalty='l1', random_state=0, solver='liblinear')
    logit_clf.fit(X_train, y_train)
    select_model = SelectFromModel(logit_clf)
    select_model.fit(X_train, y_train)
    X_train_new = select_model.transform(X_train)
    X_test_new = select_model.transform(X_test)
    
    rf_clf = RandomForestClassifier(n_estimators=100, max_depth=3, random_state=0, class_weight='balanced')
    rf_clf.fit(X_train_new, y_train)
    y_pred_sub = rf_clf.predict(X_test_new)
    y_true = np.append(y_true, y_test)
    y_pred = np.append(y_pred, y_pred_sub)

rf_conf = confusion_matrix(y_true, y_pred)
tn, fp, fn, tp = rf_conf.ravel()
rf_sen = tp/(tp+fn)
rf_spe = tn/(tn+fp)
rf_prec = tp/(tp+fp)
rf_acc = (tp+tn)/(tp+tn+fp+fn)

print ('Random Forest')
print()
print('confusion matrix:')
print(rf_conf)
print('sensitivity score:{:.4}'.format(rf_sen))
print('specificity score:{:.4}'.format(rf_spe))
print('precision score:{:.4}'.format(rf_prec))
print('accuracy score:{:.4}'.format(rf_acc))
Random Forest

confusion matrix:
[[34536 20935]
 [ 1397  2057]]
sensitivity score:0.5955
specificity score:0.6226
precision score:0.08947
accuracy score:0.621

4.5 Neural Network (Deep Learning)

In [45]:
from keras import backend as K
from keras.models import Sequential
from keras.layers import Activation, Dense, Dropout
seed_value= 0
# 1. Set `PYTHONHASHSEED` environment variable at a fixed value
import os
os.environ['PYTHONHASHSEED']=str(seed_value)
# 2. Set `python` built-in pseudo-random generator at a fixed value
import random
random.seed(seed_value)
# 3. Set `numpy` pseudo-random generator at a fixed value
np.random.seed(seed_value)
# 4. Set `tensorflow` pseudo-random generator at a fixed value
import tensorflow as tf
tf.set_random_seed(seed_value)
os.environ['KMP_DUPLICATE_LIB_OK']='True'
Using TensorFlow backend.
In [46]:
skf = StratifiedKFold(n_splits=5, shuffle=False, random_state=0)
y_true = []
y_pred = []

for train_index, test_index in skf.split(X, y):
    model = Sequential()
    model.add(Dense(512, activation='relu'))
    model.add(Dropout(0.2))
    model.add(Dense(256, activation='relu'))
    model.add(Dropout(0.2))
    model.add(Dense(8, activation='relu'))
    model.add(Dense(1, activation='sigmoid'))
    model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])
    class_weight = {0: 1., 1: 1400.}
    X_train, X_test = X[train_index], X[test_index]
    y_train, y_test = y[train_index], y[test_index]
    
    model.fit(X_train, y_train, batch_size=1000, epochs=10, validation_data=(X_test, y_test), verbose=1, class_weight=class_weight)
    y_pred_sub = model.predict(X_test).flatten()
    y_pred_sub[y_pred_sub >= 0.5] = 1
    y_pred_sub[y_pred_sub < 0.5] = 0
    y_true = np.append(y_true, y_test)
    y_pred = np.append(y_pred, y_pred_sub)
    
nn_conf = confusion_matrix(y_true, y_pred)
tn, fp, fn, tp = nn_conf.ravel()
nn_sen = tp/(tp+fn)
nn_spe = tn/(tn+fp)
nn_prec = tp/(tp+fp)
nn_acc = (tp+tn)/(tp+tn+fp+fn)

print ('Neural Network(Deep Learning)')
print()
print('confusion matrix:')
print(nn_conf)
print('sensitivity score:{:.4}'.format(nn_sen))
print('specificity score:{:.4}'.format(nn_spe))
print('precision score:{:.4}'.format(nn_prec))
print('accuracy score:{:.4}'.format(nn_acc))
WARNING:tensorflow:From C:\Users\culiubaicaiya\Anaconda3\lib\site-packages\tensorflow\python\framework\op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
Instructions for updating:
Colocations handled automatically by placer.
WARNING:tensorflow:From C:\Users\culiubaicaiya\Anaconda3\lib\site-packages\keras\backend\tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.
Instructions for updating:
Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.
WARNING:tensorflow:From C:\Users\culiubaicaiya\Anaconda3\lib\site-packages\tensorflow\python\ops\math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
Train on 47139 samples, validate on 11786 samples
Epoch 1/10
47139/47139 [==============================] - 9s 181us/step - loss: 13.5791 - acc: 0.0679 - val_loss: 3.9564 - val_acc: 0.0586
Epoch 2/10
47139/47139 [==============================] - 8s 176us/step - loss: 4.8857 - acc: 0.0586 - val_loss: 3.6194 - val_acc: 0.0586
Epoch 3/10
47139/47139 [==============================] - 8s 164us/step - loss: 4.2696 - acc: 0.0586 - val_loss: 3.4620 - val_acc: 0.0586
Epoch 4/10
47139/47139 [==============================] - 8s 174us/step - loss: 3.9094 - acc: 0.0586 - val_loss: 3.1396 - val_acc: 0.0586
Epoch 5/10
47139/47139 [==============================] - 8s 175us/step - loss: 3.6077 - acc: 0.0586 - val_loss: 3.0530 - val_acc: 0.0586
Epoch 6/10
47139/47139 [==============================] - 8s 177us/step - loss: 3.3209 - acc: 0.0586 - val_loss: 2.8240 - val_acc: 0.0586
Epoch 7/10
47139/47139 [==============================] - 8s 172us/step - loss: 3.0093 - acc: 0.0586 - val_loss: 2.6891 - val_acc: 0.0586
Epoch 8/10
47139/47139 [==============================] - 8s 173us/step - loss: 2.6737 - acc: 0.0788 - val_loss: 2.4193 - val_acc: 0.1123
Epoch 9/10
47139/47139 [==============================] - 8s 172us/step - loss: 2.2899 - acc: 0.2204 - val_loss: 2.1411 - val_acc: 0.1890
Epoch 10/10
47139/47139 [==============================] - 8s 167us/step - loss: 1.8784 - acc: 0.3966 - val_loss: 1.8644 - val_acc: 0.3245
Train on 47140 samples, validate on 11785 samples
Epoch 1/10
47140/47140 [==============================] - 9s 186us/step - loss: 12.3106 - acc: 0.0639 - val_loss: 3.6580 - val_acc: 0.0586
Epoch 2/10
47140/47140 [==============================] - 8s 180us/step - loss: 4.8109 - acc: 0.0586 - val_loss: 3.5442 - val_acc: 0.0586
Epoch 3/10
47140/47140 [==============================] - 9s 182us/step - loss: 4.1530 - acc: 0.0586 - val_loss: 3.2732 - val_acc: 0.0586
Epoch 4/10
47140/47140 [==============================] - 8s 174us/step - loss: 3.7667 - acc: 0.0586 - val_loss: 3.0952 - val_acc: 0.0586
Epoch 5/10
47140/47140 [==============================] - 8s 168us/step - loss: 3.4117 - acc: 0.0586 - val_loss: 2.8657 - val_acc: 0.0586
Epoch 6/10
47140/47140 [==============================] - 8s 167us/step - loss: 3.0953 - acc: 0.0586 - val_loss: 2.7789 - val_acc: 0.0586
Epoch 7/10
47140/47140 [==============================] - 8s 175us/step - loss: 2.7058 - acc: 0.0586 - val_loss: 2.3826 - val_acc: 0.0586
Epoch 8/10
47140/47140 [==============================] - 9s 183us/step - loss: 2.2895 - acc: 0.0593 - val_loss: 2.0849 - val_acc: 0.0586
Epoch 9/10
47140/47140 [==============================] - 9s 184us/step - loss: 1.8573 - acc: 0.1497 - val_loss: 1.7146 - val_acc: 0.3012
Epoch 10/10
47140/47140 [==============================] - 8s 166us/step - loss: 1.5300 - acc: 0.5224 - val_loss: 1.6263 - val_acc: 0.4215
Train on 47140 samples, validate on 11785 samples
Epoch 1/10
47140/47140 [==============================] - 9s 183us/step - loss: 13.2882 - acc: 0.0725 - val_loss: 4.0586 - val_acc: 0.0586
Epoch 2/10
47140/47140 [==============================] - 8s 165us/step - loss: 4.8585 - acc: 0.0586 - val_loss: 3.7015 - val_acc: 0.0586
Epoch 3/10
47140/47140 [==============================] - 8s 168us/step - loss: 4.2389 - acc: 0.0586 - val_loss: 3.4246 - val_acc: 0.0586
Epoch 4/10
47140/47140 [==============================] - 8s 168us/step - loss: 3.8594 - acc: 0.0586 - val_loss: 3.1617 - val_acc: 0.0586
Epoch 5/10
47140/47140 [==============================] - 8s 169us/step - loss: 3.5175 - acc: 0.0586 - val_loss: 2.9755 - val_acc: 0.0586
Epoch 6/10
47140/47140 [==============================] - 8s 171us/step - loss: 3.1620 - acc: 0.0586 - val_loss: 2.6978 - val_acc: 0.0586
Epoch 7/10
47140/47140 [==============================] - 8s 170us/step - loss: 2.8004 - acc: 0.0586 - val_loss: 2.5206 - val_acc: 0.0586
Epoch 8/10
47140/47140 [==============================] - 8s 170us/step - loss: 2.4092 - acc: 0.0586 - val_loss: 2.2476 - val_acc: 0.0586
Epoch 9/10
47140/47140 [==============================] - 8s 172us/step - loss: 2.0536 - acc: 0.0586 - val_loss: 2.0710 - val_acc: 0.0586
Epoch 10/10
47140/47140 [==============================] - 8s 172us/step - loss: 1.7317 - acc: 0.0586 - val_loss: 1.7350 - val_acc: 0.0586
Train on 47140 samples, validate on 11785 samples
Epoch 1/10
47140/47140 [==============================] - 9s 189us/step - loss: 11.8339 - acc: 0.0702 - val_loss: 4.1645 - val_acc: 0.0586
Epoch 2/10
47140/47140 [==============================] - 9s 181us/step - loss: 4.7597 - acc: 0.0586 - val_loss: 3.7253 - val_acc: 0.0586
Epoch 3/10
47140/47140 [==============================] - 8s 177us/step - loss: 4.1553 - acc: 0.0586 - val_loss: 3.3748 - val_acc: 0.0586
Epoch 4/10
47140/47140 [==============================] - 8s 179us/step - loss: 3.7888 - acc: 0.0586 - val_loss: 3.0867 - val_acc: 0.0586
Epoch 5/10
47140/47140 [==============================] - 8s 175us/step - loss: 3.4906 - acc: 0.0586 - val_loss: 2.7386 - val_acc: 0.0586
Epoch 6/10
47140/47140 [==============================] - 8s 171us/step - loss: 3.1978 - acc: 0.0586 - val_loss: 2.4845 - val_acc: 0.0586
Epoch 7/10
47140/47140 [==============================] - 8s 171us/step - loss: 2.9263 - acc: 0.0586 - val_loss: 2.2732 - val_acc: 0.0586
Epoch 8/10
47140/47140 [==============================] - 8s 174us/step - loss: 2.6281 - acc: 0.0586 - val_loss: 2.1279 - val_acc: 0.0586
Epoch 9/10
47140/47140 [==============================] - 8s 174us/step - loss: 2.3394 - acc: 0.0779 - val_loss: 1.9519 - val_acc: 0.1417
Epoch 10/10
47140/47140 [==============================] - 8s 173us/step - loss: 2.0906 - acc: 0.2613 - val_loss: 1.7048 - val_acc: 0.2835
Train on 47141 samples, validate on 11784 samples
Epoch 1/10
47141/47141 [==============================] - 9s 189us/step - loss: 12.7684 - acc: 0.0619 - val_loss: 4.3753 - val_acc: 0.0586
Epoch 2/10
47141/47141 [==============================] - 8s 171us/step - loss: 4.8921 - acc: 0.0586 - val_loss: 3.8949 - val_acc: 0.0586
Epoch 3/10
47141/47141 [==============================] - 8s 171us/step - loss: 4.2689 - acc: 0.0586 - val_loss: 3.3750 - val_acc: 0.0586
Epoch 4/10
47141/47141 [==============================] - 8s 173us/step - loss: 3.8983 - acc: 0.0586 - val_loss: 3.0226 - val_acc: 0.0586
Epoch 5/10
47141/47141 [==============================] - 8s 172us/step - loss: 3.5928 - acc: 0.0586 - val_loss: 2.8039 - val_acc: 0.0586
Epoch 6/10
47141/47141 [==============================] - 8s 171us/step - loss: 3.2942 - acc: 0.0586 - val_loss: 2.4744 - val_acc: 0.0586
Epoch 7/10
47141/47141 [==============================] - 8s 172us/step - loss: 2.9852 - acc: 0.0586 - val_loss: 2.3063 - val_acc: 0.0586
Epoch 8/10
47141/47141 [==============================] - 8s 173us/step - loss: 2.6092 - acc: 0.0586 - val_loss: 1.8799 - val_acc: 0.0586
Epoch 9/10
47141/47141 [==============================] - 8s 169us/step - loss: 2.2351 - acc: 0.1476 - val_loss: 1.6062 - val_acc: 0.2745
Epoch 10/10
47141/47141 [==============================] - 8s 170us/step - loss: 1.8270 - acc: 0.3981 - val_loss: 1.1697 - val_acc: 0.5667
Neural Network(Deep Learning)

confusion matrix:
[[16938 38533]
 [  890  2564]]
sensitivity score:0.7423
specificity score:0.3053
precision score:0.06239
accuracy score:0.331
In [47]:
rus = RandomUnderSampler(random_state=42)

skf = StratifiedKFold(n_splits=5, shuffle=False, random_state=0)
y_true = []
y_pred = []

for train_index, test_index in skf.split(X, y):
    X_train, X_test = X[train_index], X[test_index]
    y_train, y_test = y[train_index], y[test_index]
    X_train_rus, y_train_rus = rus.fit_resample(X_train, y_train)
    
    model = Sequential()
    model.add(Dense(512, activation='relu'))
    model.add(Dropout(0.2))
    model.add(Dense(256, activation='relu'))
    model.add(Dropout(0.2))
    model.add(Dense(8, activation='relu'))
    model.add(Dense(1, activation='sigmoid'))
    model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])
    class_weight = class_weight = {0: 1., 1: 1.}
    model.fit(X_train_rus, y_train_rus, batch_size=500, epochs=10, validation_data=(X_test, y_test), verbose=1, class_weight=class_weight)
    y_pred_sub = model.predict(X_test).flatten()
    y_pred_sub[y_pred_sub >= 0.5] = 1
    y_pred_sub[y_pred_sub < 0.5] = 0
    y_true = np.append(y_true, y_test)
    y_pred = np.append(y_pred, y_pred_sub)
    
nn_us_conf = confusion_matrix(y_true, y_pred)
tn, fp, fn, tp = nn_us_conf.ravel()
nn_us_sen = tp/(tp+fn)
nn_us_spe = tn/(tn+fp)
nn_us_prec = tp/(tp+fp)
nn_us_acc = (tp+tn)/(tp+tn+fp+fn)

print ('Neural Network(Deep Learning), Under-Sampling')
print()
print('confusion matrix:')
print(nn_us_conf)
print('sensitivity score:{:.4}'.format(nn_us_sen))
print('specificity score:{:.4}'.format(nn_us_spe))
print('precision score:{:.4}'.format(nn_us_prec))
print('accuracy score:{:.4}'.format(nn_us_acc))
Train on 5526 samples, validate on 11786 samples
Epoch 1/10
5526/5526 [==============================] - 3s 575us/step - loss: 0.6777 - acc: 0.5847 - val_loss: 0.6083 - val_acc: 0.6934
Epoch 2/10
5526/5526 [==============================] - 2s 371us/step - loss: 0.5998 - acc: 0.6911 - val_loss: 0.5464 - val_acc: 0.7447
Epoch 3/10
5526/5526 [==============================] - 2s 388us/step - loss: 0.5026 - acc: 0.7649 - val_loss: 0.6650 - val_acc: 0.6674
Epoch 4/10
5526/5526 [==============================] - 2s 393us/step - loss: 0.3813 - acc: 0.8393 - val_loss: 0.7568 - val_acc: 0.6254
Epoch 5/10
5526/5526 [==============================] - 2s 387us/step - loss: 0.2627 - acc: 0.9043 - val_loss: 0.6835 - val_acc: 0.6946
Epoch 6/10
5526/5526 [==============================] - 2s 387us/step - loss: 0.1660 - acc: 0.9448 - val_loss: 0.8582 - val_acc: 0.6601
Epoch 7/10
5526/5526 [==============================] - 2s 398us/step - loss: 0.1031 - acc: 0.9682 - val_loss: 1.0694 - val_acc: 0.6323
Epoch 8/10
5526/5526 [==============================] - 2s 389us/step - loss: 0.0689 - acc: 0.9821 - val_loss: 1.3240 - val_acc: 0.5888
Epoch 9/10
5526/5526 [==============================] - 2s 393us/step - loss: 0.0493 - acc: 0.9872 - val_loss: 1.1563 - val_acc: 0.6660
Epoch 10/10
5526/5526 [==============================] - 2s 388us/step - loss: 0.0458 - acc: 0.9852 - val_loss: 1.1461 - val_acc: 0.6724
Train on 5526 samples, validate on 11785 samples
Epoch 1/10
5526/5526 [==============================] - 3s 576us/step - loss: 0.6802 - acc: 0.5686 - val_loss: 0.6691 - val_acc: 0.6623
Epoch 2/10
5526/5526 [==============================] - 2s 378us/step - loss: 0.6003 - acc: 0.7029 - val_loss: 0.6029 - val_acc: 0.7146
Epoch 3/10
5526/5526 [==============================] - 2s 377us/step - loss: 0.4927 - acc: 0.7718 - val_loss: 0.7081 - val_acc: 0.6466
Epoch 4/10
5526/5526 [==============================] - 2s 377us/step - loss: 0.3672 - acc: 0.8484 - val_loss: 0.7207 - val_acc: 0.6691
Epoch 5/10
5526/5526 [==============================] - 2s 386us/step - loss: 0.2431 - acc: 0.9117 - val_loss: 1.0570 - val_acc: 0.5695
Epoch 6/10
5526/5526 [==============================] - 2s 392us/step - loss: 0.1590 - acc: 0.9441 - val_loss: 0.6287 - val_acc: 0.7620
Epoch 7/10
5526/5526 [==============================] - 2s 394us/step - loss: 0.1265 - acc: 0.9564 - val_loss: 1.1970 - val_acc: 0.6137
Epoch 8/10
5526/5526 [==============================] - 2s 386us/step - loss: 0.0854 - acc: 0.9721 - val_loss: 1.4631 - val_acc: 0.5672
Epoch 9/10
5526/5526 [==============================] - 2s 397us/step - loss: 0.0621 - acc: 0.9819 - val_loss: 1.4198 - val_acc: 0.5965
Epoch 10/10
5526/5526 [==============================] - 2s 391us/step - loss: 0.0449 - acc: 0.9897 - val_loss: 1.3619 - val_acc: 0.6384
Train on 5526 samples, validate on 11785 samples
Epoch 1/10
5526/5526 [==============================] - 3s 579us/step - loss: 0.6815 - acc: 0.5671 - val_loss: 0.6069 - val_acc: 0.7312
Epoch 2/10
5526/5526 [==============================] - 2s 372us/step - loss: 0.6130 - acc: 0.6826 - val_loss: 0.6413 - val_acc: 0.6594
Epoch 3/10
5526/5526 [==============================] - 2s 379us/step - loss: 0.5116 - acc: 0.7615 - val_loss: 0.6421 - val_acc: 0.6821
Epoch 4/10
5526/5526 [==============================] - 2s 382us/step - loss: 0.3918 - acc: 0.8364 - val_loss: 0.7287 - val_acc: 0.6463
Epoch 5/10
5526/5526 [==============================] - 2s 384us/step - loss: 0.2796 - acc: 0.8969 - val_loss: 0.8899 - val_acc: 0.6034
Epoch 6/10
5526/5526 [==============================] - 2s 385us/step - loss: 0.1897 - acc: 0.9358 - val_loss: 0.9355 - val_acc: 0.6423
Epoch 7/10
5526/5526 [==============================] - 2s 395us/step - loss: 0.1192 - acc: 0.9674 - val_loss: 0.9515 - val_acc: 0.6738
Epoch 8/10
5526/5526 [==============================] - 2s 400us/step - loss: 0.0830 - acc: 0.9761 - val_loss: 1.2283 - val_acc: 0.6207
Epoch 9/10
5526/5526 [==============================] - 2s 396us/step - loss: 0.0549 - acc: 0.9861 - val_loss: 1.1856 - val_acc: 0.6696
Epoch 10/10
5526/5526 [==============================] - 2s 387us/step - loss: 0.0436 - acc: 0.9868 - val_loss: 1.4850 - val_acc: 0.6119
Train on 5526 samples, validate on 11785 samples
Epoch 1/10
5526/5526 [==============================] - 3s 574us/step - loss: 0.6793 - acc: 0.5554 - val_loss: 0.7244 - val_acc: 0.5751
Epoch 2/10
5526/5526 [==============================] - 2s 367us/step - loss: 0.6161 - acc: 0.6880 - val_loss: 0.7274 - val_acc: 0.6141
Epoch 3/10
5526/5526 [==============================] - 2s 384us/step - loss: 0.5303 - acc: 0.7533 - val_loss: 0.8957 - val_acc: 0.5308
Epoch 4/10
5526/5526 [==============================] - 2s 394us/step - loss: 0.4233 - acc: 0.8165 - val_loss: 0.7888 - val_acc: 0.6514
Epoch 5/10
5526/5526 [==============================] - 2s 399us/step - loss: 0.3148 - acc: 0.8740 - val_loss: 1.1240 - val_acc: 0.5683
Epoch 6/10
5526/5526 [==============================] - 2s 395us/step - loss: 0.2197 - acc: 0.9240 - val_loss: 1.4346 - val_acc: 0.5453
Epoch 7/10
5526/5526 [==============================] - 2s 404us/step - loss: 0.1614 - acc: 0.9491 - val_loss: 1.5415 - val_acc: 0.5693
Epoch 8/10
5526/5526 [==============================] - 2s 409us/step - loss: 0.1147 - acc: 0.9678 - val_loss: 1.9303 - val_acc: 0.5285
Epoch 9/10
5526/5526 [==============================] - 2s 393us/step - loss: 0.0841 - acc: 0.9747 - val_loss: 2.1173 - val_acc: 0.5452
Epoch 10/10
5526/5526 [==============================] - 2s 390us/step - loss: 0.0660 - acc: 0.9817 - val_loss: 2.0304 - val_acc: 0.5735
Train on 5528 samples, validate on 11784 samples
Epoch 1/10
5528/5528 [==============================] - 3s 586us/step - loss: 0.6795 - acc: 0.5666 - val_loss: 0.7011 - val_acc: 0.6142
Epoch 2/10
5528/5528 [==============================] - 2s 373us/step - loss: 0.6072 - acc: 0.6943 - val_loss: 0.6921 - val_acc: 0.6529
Epoch 3/10
5528/5528 [==============================] - 2s 375us/step - loss: 0.5200 - acc: 0.7473 - val_loss: 0.8405 - val_acc: 0.5698
Epoch 4/10
5528/5528 [==============================] - 2s 390us/step - loss: 0.4002 - acc: 0.8327 - val_loss: 0.9552 - val_acc: 0.5876
Epoch 5/10
5528/5528 [==============================] - 2s 395us/step - loss: 0.2809 - acc: 0.8900 - val_loss: 1.5983 - val_acc: 0.4430
Epoch 6/10
5528/5528 [==============================] - 2s 392us/step - loss: 0.2051 - acc: 0.9278 - val_loss: 1.2855 - val_acc: 0.5822
Epoch 7/10
5528/5528 [==============================] - 2s 396us/step - loss: 0.1349 - acc: 0.9591 - val_loss: 1.4734 - val_acc: 0.5900
Epoch 8/10
5528/5528 [==============================] - 2s 393us/step - loss: 0.0938 - acc: 0.9714 - val_loss: 1.8799 - val_acc: 0.5565
Epoch 9/10
5528/5528 [==============================] - 2s 395us/step - loss: 0.0700 - acc: 0.9796 - val_loss: 2.1239 - val_acc: 0.5503
Epoch 10/10
5528/5528 [==============================] - 2s 390us/step - loss: 0.0553 - acc: 0.9844 - val_loss: 2.0853 - val_acc: 0.5771
Neural Network(Deep Learning), Under-Sampling

confusion matrix:
[[34268 21203]
 [ 1503  1951]]
sensitivity score:0.5649
specificity score:0.6178
precision score:0.08426
accuracy score:0.6147

5 Model Comparision

The classes are highly imbalanced, so we cannot simply count on accuracy to evaluate model performance. We computed four performance scores, including sensitivity, specificity, precision and accuracy. We faced the sensitivity and specificity trade-off when tuning parameters. The goal of the project is to predict patients at high risk of readmission to provide them with special care, so we emphasized the sensitivity score when evaluating model performance.

5.1 Confusion Matrix

In [48]:
def draw_conf_mat(conf_mat, title, ax):
    conf_plot = ax.matshow(conf_mat, cmap=plt.cm.Blues)
    class_names = ['Not', 'Readmit']
    ax.set_xticklabels([''] + class_names,fontdict={'fontsize':'20'})
    ax.set_yticklabels([''] + class_names,fontdict={'fontsize':'20'})
    plt.title(title, fontsize='28')
    plt.xlabel('Prediction', fontsize='20')
    plt.ylabel('Truth', fontsize='20')
    num = conf_mat.ravel()
    plt.text(-.15, 0, str(num[0]), fontdict={'color': 'white', 'size':28})
    plt.text(.85, 0, str(num[1]), fontdict={'color': 'black', 'size':28})
    plt.text(-.15, 1, str(num[2]), fontdict={'size':28})
    plt.text(.85, 1, str(num[3]), fontdict={'size':28})
In [49]:
conf_mat_list = [lr_os_conf, lr_us_conf, blr_os_conf,blr_us_conf,dt_conf, rf_conf, nn_conf, nn_us_conf]
clf = ['Logistic Regression_OverSampling', 'Logistic Regression_UnderSampling', 
               'Bagging Logistic Regression_OverSampling', 'Bagging Logistic Regression_UnderSampling', 
               'Decision Tree', 'Random Forest', 'Neural Network', 'Neural Network_UnderSampling']
In [50]:
fig = plt.figure(figsize=(22,22))
for i in range(1, 5):
    ax = fig.add_subplot(int('22{}'.format(i)))
    draw_conf_mat(conf_mat_list[i-1], clf[i-1], ax)
    if i!=1 and i!=3:
        ax.set_ylabel('')
In [51]:
fig = plt.figure(figsize=(20,20))
for i in range(5, 9):
    ax = fig.add_subplot(int('22{}'.format(i-4)))
    draw_conf_mat(conf_mat_list[i-1], clf[i-1], ax)
    if i!=5 and i!=7:
        ax.set_ylabel('')

5.2 Performance Scores

In [52]:
clf = ['LR_OS', 'LR_US', 'BagLR_OS', 'BagLR_US', 'DT', 'RF', 'NN', 'NN_US']
sen = [lr_os_sen, lr_us_sen, blr_os_sen, blr_us_sen, dt_sen, rf_sen, nn_sen, nn_us_sen]
spe = [lr_os_spe, lr_us_spe, blr_os_spe, blr_us_spe, dt_spe, rf_spe, nn_spe, nn_us_spe]
prec = [lr_os_prec, lr_us_prec, blr_os_prec, blr_us_prec, dt_prec, rf_prec, nn_prec, nn_us_prec]
acc = [lr_os_acc, lr_us_acc, blr_os_acc, blr_us_acc, dt_acc, rf_acc, nn_acc, nn_us_acc]

perf_dict = {'classifier': clf, 'sensitivity': sen, 'specificity':spe, 'precision': prec, 'accuracy':acc}
In [53]:
draw_df = pd.DataFrame(perf_dict)
draw_melt_df = pd.melt(draw_df, id_vars=['classifier'])
In [54]:
fig = plt.figure(figsize=(30,30))
perf_plt = sns.catplot(x='classifier', y='value',col='variable', col_wrap=2,
                       kind='bar', data=draw_melt_df, palette=sns.color_palette('Paired'))
perf_plt.axes[0].set_title('Sensitivity', fontsize='20')
perf_plt.axes[1].set_title('Specificity', fontsize='20')
perf_plt.axes[2].set_title('Precision',fontsize='20')
perf_plt.axes[3].set_title('Accuracy',fontsize='20')
perf_plt.axes[2].set_xticklabels(labels= clf, rotation='vertical',fontdict={'size':20})
perf_plt.axes[3].set_xticklabels(labels= clf, rotation='vertical',fontdict={'size':20})
perf_plt.axes[2].set_xlabel('')
perf_plt.axes[3].set_xlabel('')
perf_plt.axes[0].set_ylabel('Score', fontsize='20')
perf_plt.axes[2].set_ylabel('Score', fontsize='20')
perf_plt.axes[0].set_yticklabels(labels=['0','0.2','0.4','0.6','0.8','1.0'], fontdict={'size':20})
perf_plt.axes[2].set_yticklabels(labels=['0','0.2','0.4','0.6','0.8','1.0'], fontdict={'size':20})
for index, row in draw_df.iterrows():
    perf_plt.axes[0].text(index-.35, row.sensitivity+.015, round(row.sensitivity,2), fontdict={'size':14})
    perf_plt.axes[1].text(index-.35, row.specificity+.015, round(row.specificity,2), fontdict={'size':14})
    perf_plt.axes[2].text(index-.35, row.precision+.015, round(row.precision,2), fontdict={'size':14})
    perf_plt.axes[3].text(index-.35, row.accuracy+.015, round(row.accuracy,2), fontdict={'size':14})
<Figure size 9000x9000 with 0 Axes>

6 Conclusion

Compared to other readmission prediction work, our classifiers perform fairly. One of the challenges in this project is that readmission data is inherently imbalanced. This gives rise to issues regarding designing the model as well as evaluating the model. Class weights can be modified in certain classifiers like random forest and neural network. When it comes to logistic regression, we employed statistic techniques like down sampling and over sampling. Accuracy is obviously inappropriate here. Therefore we also digged into model's sensitivity, specificity, precision and confusion matrix. Ensemble methods such as random forest and bagging logistic regression turn out to provide better performance than a single classifier. In terms of neural networks, we started from empirically good networks and modify hyper parameters to try to achieve better performance.